From 5c8d73f0a8c050eaef977c5643e379957f985179 Mon Sep 17 00:00:00 2001
From: vanitha <vanithakattumuri32@gmail.com>
Date: Wed, 24 Apr 2024 17:14:39 +0900
Subject: [PATCH] #2 updated the sphix documentation with html files

---
 .../PAMI.AssociationRules.basic.doctree       |  Bin 0 -> 182603 bytes
 .../doctrees/PAMI.AssociationRules.doctree    |  Bin 0 -> 3708 bytes
 .../PAMI.correlatedPattern.basic.doctree      |  Bin 0 -> 113767 bytes
 .../doctrees/PAMI.correlatedPattern.doctree   |  Bin 0 -> 3719 bytes
 .../PAMI.coveragePattern.basic.doctree        |  Bin 0 -> 111513 bytes
 .../doctrees/PAMI.coveragePattern.doctree     |  Bin 0 -> 3697 bytes
 sphinx/_build/doctrees/PAMI.doctree           |  Bin 0 -> 5574 bytes
 .../_build/doctrees/PAMI.extras.DF2DB.doctree |  Bin 0 -> 152078 bytes
 .../PAMI.extras.calculateMISValues.doctree    |  Bin 0 -> 37252 bytes
 .../doctrees/PAMI.extras.dbStats.doctree      |  Bin 0 -> 532679 bytes
 sphinx/_build/doctrees/PAMI.extras.doctree    |  Bin 0 -> 85859 bytes
 .../PAMI.extras.fuzzyTransformation.doctree   |  Bin 0 -> 32323 bytes
 .../PAMI.extras.generateDatabase.doctree      |  Bin 0 -> 102140 bytes
 .../_build/doctrees/PAMI.extras.graph.doctree |  Bin 0 -> 72580 bytes
 .../PAMI.extras.image2Database.doctree        |  Bin 0 -> 3166 bytes
 .../PAMI.extras.imageProcessing.doctree       |  Bin 0 -> 30941 bytes
 .../doctrees/PAMI.extras.messaging.doctree    |  Bin 0 -> 16768 bytes
 .../doctrees/PAMI.extras.neighbours.doctree   |  Bin 0 -> 50903 bytes
 .../PAMI.extras.sampleDatasets.doctree        |  Bin 0 -> 3166 bytes
 .../_build/doctrees/PAMI.extras.stats.doctree |  Bin 0 -> 280278 bytes
 ...PAMI.extras.syntheticDataGenerator.doctree |  Bin 0 -> 342469 bytes
 .../doctrees/PAMI.extras.visualize.doctree    |  Bin 0 -> 7955 bytes
 ...faultTolerantFrequentPattern.basic.doctree |  Bin 0 -> 109950 bytes
 .../PAMI.faultTolerantFrequentPattern.doctree |  Bin 0 -> 3840 bytes
 .../PAMI.frequentPattern.basic.doctree        |  Bin 0 -> 200368 bytes
 .../PAMI.frequentPattern.closed.doctree       |  Bin 0 -> 42697 bytes
 .../PAMI.frequentPattern.cuda.doctree         |  Bin 0 -> 6268 bytes
 .../doctrees/PAMI.frequentPattern.doctree     |  Bin 0 -> 3872 bytes
 .../PAMI.frequentPattern.maximal.doctree      |  Bin 0 -> 41854 bytes
 .../PAMI.frequentPattern.pyspark.doctree      |  Bin 0 -> 4904 bytes
 .../PAMI.frequentPattern.topk.doctree         |  Bin 0 -> 41054 bytes
 .../PAMI.fuzzyCorrelatedPattern.basic.doctree |  Bin 0 -> 74458 bytes
 .../PAMI.fuzzyCorrelatedPattern.doctree       |  Bin 0 -> 3774 bytes
 .../PAMI.fuzzyFrequentPattern.basic.doctree   |  Bin 0 -> 127089 bytes
 .../PAMI.fuzzyFrequentPattern.doctree         |  Bin 0 -> 3752 bytes
 ...GeoreferencedFrequentPattern.basic.doctree |  Bin 0 -> 128473 bytes
 ....fuzzyGeoreferencedFrequentPattern.doctree |  Bin 0 -> 3895 bytes
 ...encedPeriodicFrequentPattern.basic.doctree |  Bin 0 -> 123661 bytes
 ...oreferencedPeriodicFrequentPattern.doctree |  Bin 0 -> 3983 bytes
 ...fuzzyPartialPeriodicPatterns.basic.doctree |  Bin 0 -> 59984 bytes
 .../PAMI.fuzzyPartialPeriodicPatterns.doctree |  Bin 0 -> 3840 bytes
 ...fuzzyPeriodicFrequentPattern.basic.doctree |  Bin 0 -> 130291 bytes
 .../PAMI.fuzzyPeriodicFrequentPattern.doctree |  Bin 0 -> 3840 bytes
 ...encedPeriodicFrequentPattern.basic.doctree |  Bin 0 -> 62711 bytes
 ...oReferencedPeriodicFrequentPattern.doctree |  Bin 0 -> 3928 bytes
 ...georeferencedFrequentPattern.basic.doctree |  Bin 0 -> 61119 bytes
 .../PAMI.georeferencedFrequentPattern.doctree |  Bin 0 -> 3840 bytes
 ...oreferencedFrequentSequencePattern.doctree |  Bin 0 -> 4377 bytes
 ...rencedPartialPeriodicPattern.basic.doctree |  Bin 0 -> 64221 bytes
 ...eoreferencedPartialPeriodicPattern.doctree |  Bin 0 -> 3917 bytes
 ...I.highUtilityFrequentPattern.basic.doctree |  Bin 0 -> 73781 bytes
 .../PAMI.highUtilityFrequentPattern.doctree   |  Bin 0 -> 3818 bytes
 ...GeoreferencedFrequentPattern.basic.doctree |  Bin 0 -> 68619 bytes
 ...tilityGeoreferencedFrequentPattern.doctree |  Bin 0 -> 3961 bytes
 .../PAMI.highUtilityPattern.basic.doctree     |  Bin 0 -> 157070 bytes
 .../doctrees/PAMI.highUtilityPattern.doctree  |  Bin 0 -> 3772 bytes
 .../PAMI.highUtilityPattern.parallel.doctree  |  Bin 0 -> 4610 bytes
 .../PAMI.highUtilityPatternsInStreams.doctree |  Bin 0 -> 4981 bytes
 ...MI.highUtilitySpatialPattern.basic.doctree |  Bin 0 -> 133746 bytes
 .../PAMI.highUtilitySpatialPattern.doctree    |  Bin 0 -> 54619 bytes
 ...AMI.highUtilitySpatialPattern.topk.doctree |  Bin 0 -> 263195 bytes
 .../PAMI.localPeriodicPattern.basic.doctree   |  Bin 0 -> 226352 bytes
 .../PAMI.localPeriodicPattern.doctree         |  Bin 0 -> 3752 bytes
 ...mSupportBasedFrequentPattern.basic.doctree |  Bin 0 -> 114689 bytes
 ...MinimumSupportBasedFrequentPattern.doctree |  Bin 0 -> 3994 bytes
 ...rtialPeriodicFrequentPattern.basic.doctree |  Bin 0 -> 39226 bytes
 ...AMI.partialPeriodicFrequentPattern.doctree |  Bin 0 -> 3862 bytes
 .../PAMI.partialPeriodicPattern.basic.doctree |  Bin 0 -> 127796 bytes
 ...PAMI.partialPeriodicPattern.closed.doctree |  Bin 0 -> 55330 bytes
 .../PAMI.partialPeriodicPattern.doctree       |  Bin 0 -> 3944 bytes
 ...AMI.partialPeriodicPattern.maximal.doctree |  Bin 0 -> 4669 bytes
 ...AMI.partialPeriodicPattern.pyspark.doctree |  Bin 0 -> 4689 bytes
 .../PAMI.partialPeriodicPattern.topk.doctree  |  Bin 0 -> 93136 bytes
 ...eriodicPatternInMultipleTimeSeries.doctree |  Bin 0 -> 64169 bytes
 ...MI.periodicCorrelatedPattern.basic.doctree |  Bin 0 -> 65102 bytes
 .../PAMI.periodicCorrelatedPattern.doctree    |  Bin 0 -> 3807 bytes
 ...PAMI.periodicFrequentPattern.basic.doctree |  Bin 0 -> 331409 bytes
 ...AMI.periodicFrequentPattern.closed.doctree |  Bin 0 -> 54855 bytes
 .../PAMI.periodicFrequentPattern.cuda.doctree |  Bin 0 -> 4592 bytes
 .../PAMI.periodicFrequentPattern.doctree      |  Bin 0 -> 4000 bytes
 ...MI.periodicFrequentPattern.maximal.doctree |  Bin 0 -> 71041 bytes
 ...MI.periodicFrequentPattern.pyspark.doctree |  Bin 0 -> 4285 bytes
 ...riodicFrequentPattern.topk.TopkPFP.doctree |  Bin 0 -> 57429 bytes
 .../PAMI.periodicFrequentPattern.topk.doctree |  Bin 0 -> 3895 bytes
 ...odicFrequentPattern.topk.kPFPMiner.doctree |  Bin 0 -> 55857 bytes
 .../PAMI.recurringPattern.basic.doctree       |  Bin 0 -> 62563 bytes
 .../doctrees/PAMI.recurringPattern.doctree    |  Bin 0 -> 3708 bytes
 ...PAMI.relativeFrequentPattern.basic.doctree |  Bin 0 -> 68542 bytes
 .../PAMI.relativeFrequentPattern.doctree      |  Bin 0 -> 3785 bytes
 ...I.relativeHighUtilityPattern.basic.doctree |  Bin 0 -> 77962 bytes
 .../PAMI.relativeHighUtilityPattern.doctree   |  Bin 0 -> 3818 bytes
 sphinx/_build/doctrees/PAMI.sequence.doctree  |  Bin 0 -> 3049 bytes
 ...PAMI.sequentialPatternMining.basic.doctree |  Bin 0 -> 221891 bytes
 ...AMI.sequentialPatternMining.closed.doctree |  Bin 0 -> 5050 bytes
 .../PAMI.sequentialPatternMining.doctree      |  Bin 0 -> 3830 bytes
 ...tablePeriodicFrequentPattern.basic.doctree |  Bin 0 -> 65828 bytes
 ...PAMI.stablePeriodicFrequentPattern.doctree |  Bin 0 -> 3900 bytes
 ...stablePeriodicFrequentPattern.topK.doctree |  Bin 0 -> 64020 bytes
 .../PAMI.subgraphMining.basic.doctree         |  Bin 0 -> 170617 bytes
 .../doctrees/PAMI.subgraphMining.doctree      |  Bin 0 -> 3720 bytes
 .../doctrees/PAMI.subgraphMining.topK.doctree |  Bin 0 -> 149828 bytes
 ...ertainFaultTolerantFrequentPattern.doctree |  Bin 0 -> 47677 bytes
 ...AMI.uncertainFrequentPattern.basic.doctree |  Bin 0 -> 65461 bytes
 .../PAMI.uncertainFrequentPattern.doctree     |  Bin 0 -> 3796 bytes
 ...GeoreferencedFrequentPattern.basic.doctree |  Bin 0 -> 62186 bytes
 ...ertainGeoreferencedFrequentPattern.doctree |  Bin 0 -> 3939 bytes
 ...rtainPeriodicFrequentPattern.basic.doctree |  Bin 0 -> 128995 bytes
 ...I.uncertainPeriodicFrequentPattern.doctree |  Bin 0 -> 3884 bytes
 ...FrequentNeighbourhoodPattern.basic.doctree |  Bin 0 -> 67861 bytes
 ...ightedFrequentNeighbourhoodPattern.doctree |  Bin 0 -> 3928 bytes
 ...PAMI.weightedFrequentPattern.basic.doctree |  Bin 0 -> 65401 bytes
 .../PAMI.weightedFrequentPattern.doctree      |  Bin 0 -> 3785 bytes
 ...ightedFrequentRegularPattern.basic.doctree |  Bin 0 -> 63559 bytes
 ...AMI.weightedFrequentRegularPattern.doctree |  Bin 0 -> 3862 bytes
 ...htedUncertainFrequentPattern.basic.doctree |  Bin 0 -> 59676 bytes
 ...I.weightedUncertainFrequentPattern.doctree |  Bin 0 -> 3884 bytes
 sphinx/_build/doctrees/environment.pickle     |  Bin 0 -> 12905730 bytes
 sphinx/_build/doctrees/index.doctree          |  Bin 0 -> 4992 bytes
 sphinx/_build/doctrees/modules.doctree        |  Bin 0 -> 2728 bytes
 sphinx/_build/html/.buildinfo                 |    4 +
 .../html/PAMI.AssociationRules.basic.html     | 1046 +++
 sphinx/_build/html/PAMI.AssociationRules.html |  255 +
 .../html/PAMI.correlatedPattern.basic.html    |  630 ++
 .../_build/html/PAMI.correlatedPattern.html   |  209 +
 .../html/PAMI.coveragePattern.basic.html      |  648 ++
 sphinx/_build/html/PAMI.coveragePattern.html  |  213 +
 sphinx/_build/html/PAMI.extras.DF2DB.html     |  802 ++
 .../html/PAMI.extras.calculateMISValues.html  |  287 +
 sphinx/_build/html/PAMI.extras.dbStats.html   | 2041 +++++
 .../html/PAMI.extras.fuzzyTransformation.html |  268 +
 .../html/PAMI.extras.generateDatabase.html    |  507 ++
 sphinx/_build/html/PAMI.extras.graph.html     |  396 +
 sphinx/_build/html/PAMI.extras.html           | 1252 +++
 .../html/PAMI.extras.image2Database.html      |  167 +
 .../html/PAMI.extras.imageProcessing.html     |  237 +
 sphinx/_build/html/PAMI.extras.messaging.html |  198 +
 .../_build/html/PAMI.extras.neighbours.html   |  329 +
 .../html/PAMI.extras.sampleDatasets.html      |  167 +
 sphinx/_build/html/PAMI.extras.stats.html     | 1170 +++
 .../PAMI.extras.syntheticDataGenerator.html   | 1197 +++
 sphinx/_build/html/PAMI.extras.visualize.html |  184 +
 ...MI.faultTolerantFrequentPattern.basic.html |  617 ++
 .../PAMI.faultTolerantFrequentPattern.html    |  209 +
 .../html/PAMI.frequentPattern.basic.html      | 1100 +++
 .../html/PAMI.frequentPattern.closed.html     |  353 +
 .../html/PAMI.frequentPattern.cuda.html       |  194 +
 sphinx/_build/html/PAMI.frequentPattern.html  |  339 +
 .../html/PAMI.frequentPattern.maximal.html    |  349 +
 .../html/PAMI.frequentPattern.pyspark.html    |  182 +
 .../html/PAMI.frequentPattern.topk.html       |  372 +
 .../PAMI.fuzzyCorrelatedPattern.basic.html    |  447 ++
 .../html/PAMI.fuzzyCorrelatedPattern.html     |  196 +
 .../html/PAMI.fuzzyFrequentPattern.basic.html |  669 ++
 .../html/PAMI.fuzzyFrequentPattern.html       |  209 +
 ...zzyGeoreferencedFrequentPattern.basic.html |  679 ++
 ...AMI.fuzzyGeoreferencedFrequentPattern.html |  209 +
 ...ferencedPeriodicFrequentPattern.basic.html |  661 ++
 ...yGeoreferencedPeriodicFrequentPattern.html |  212 +
 ...MI.fuzzyPartialPeriodicPatterns.basic.html |  405 +
 .../PAMI.fuzzyPartialPeriodicPatterns.html    |  194 +
 ...MI.fuzzyPeriodicFrequentPattern.basic.html |  659 ++
 .../PAMI.fuzzyPeriodicFrequentPattern.html    |  209 +
 ...ferencedPeriodicFrequentPattern.basic.html |  420 +
 ....geoReferencedPeriodicFrequentPattern.html |  195 +
 ...MI.georeferencedFrequentPattern.basic.html |  422 ++
 .../PAMI.georeferencedFrequentPattern.html    |  195 +
 ....georeferencedFrequentSequencePattern.html |  172 +
 ...eferencedPartialPeriodicPattern.basic.html |  428 ++
 ...I.georeferencedPartialPeriodicPattern.html |  195 +
 ...PAMI.highUtilityFrequentPattern.basic.html |  452 ++
 .../html/PAMI.highUtilityFrequentPattern.html |  194 +
 ...ityGeoreferencedFrequentPattern.basic.html |  440 ++
 ...ghUtilityGeoreferencedFrequentPattern.html |  195 +
 .../html/PAMI.highUtilityPattern.basic.html   |  824 ++
 .../_build/html/PAMI.highUtilityPattern.html  |  234 +
 .../PAMI.highUtilityPattern.parallel.html     |  176 +
 .../PAMI.highUtilityPatternsInStreams.html    |  178 +
 .../PAMI.highUtilitySpatialPattern.basic.html |  695 ++
 .../html/PAMI.highUtilitySpatialPattern.html  |  464 ++
 .../PAMI.highUtilitySpatialPattern.topk.html  | 1024 +++
 sphinx/_build/html/PAMI.html                  | 1159 +++
 .../html/PAMI.localPeriodicPattern.basic.html | 1055 +++
 .../html/PAMI.localPeriodicPattern.html       |  235 +
 ...imumSupportBasedFrequentPattern.basic.html |  647 ++
 ...pleMinimumSupportBasedFrequentPattern.html |  209 +
 ....partialPeriodicFrequentPattern.basic.html |  280 +
 .../PAMI.partialPeriodicFrequentPattern.html  |  194 +
 .../PAMI.partialPeriodicPattern.basic.html    |  673 ++
 .../PAMI.partialPeriodicPattern.closed.html   |  410 +
 .../html/PAMI.partialPeriodicPattern.html     |  280 +
 .../PAMI.partialPeriodicPattern.maximal.html  |  176 +
 .../PAMI.partialPeriodicPattern.pyspark.html  |  176 +
 .../PAMI.partialPeriodicPattern.topk.html     |  508 ++
 ...alPeriodicPatternInMultipleTimeSeries.html |  413 +
 .../PAMI.periodicCorrelatedPattern.basic.html |  413 +
 .../html/PAMI.periodicCorrelatedPattern.html  |  193 +
 .../PAMI.periodicFrequentPattern.basic.html   | 1485 ++++
 .../PAMI.periodicFrequentPattern.closed.html  |  410 +
 .../PAMI.periodicFrequentPattern.cuda.html    |  179 +
 .../html/PAMI.periodicFrequentPattern.html    |  337 +
 .../PAMI.periodicFrequentPattern.maximal.html |  431 ++
 .../PAMI.periodicFrequentPattern.pyspark.html |  176 +
 ....periodicFrequentPattern.topk.TopkPFP.html |  402 +
 .../PAMI.periodicFrequentPattern.topk.html    |  217 +
 ...eriodicFrequentPattern.topk.kPFPMiner.html |  405 +
 .../html/PAMI.recurringPattern.basic.html     |  429 ++
 sphinx/_build/html/PAMI.recurringPattern.html |  194 +
 .../PAMI.relativeFrequentPattern.basic.html   |  428 ++
 .../html/PAMI.relativeFrequentPattern.html    |  194 +
 ...PAMI.relativeHighUtilityPattern.basic.html |  467 ++
 .../html/PAMI.relativeHighUtilityPattern.html |  195 +
 sphinx/_build/html/PAMI.sequence.html         |  166 +
 .../PAMI.sequentialPatternMining.basic.html   | 1088 +++
 .../PAMI.sequentialPatternMining.closed.html  |  176 +
 .../html/PAMI.sequentialPatternMining.html    |  250 +
 ...I.stablePeriodicFrequentPattern.basic.html |  417 +
 .../PAMI.stablePeriodicFrequentPattern.html   |  216 +
 ...MI.stablePeriodicFrequentPattern.topK.html |  422 ++
 .../html/PAMI.subgraphMining.basic.html       |  715 ++
 sphinx/_build/html/PAMI.subgraphMining.html   |  425 ++
 .../_build/html/PAMI.subgraphMining.topK.html |  663 ++
 ...uncertainFaultTolerantFrequentPattern.html |  374 +
 .../PAMI.uncertainFrequentPattern.basic.html  |  444 ++
 .../html/PAMI.uncertainFrequentPattern.html   |  200 +
 ...ainGeoreferencedFrequentPattern.basic.html |  423 ++
 ...uncertainGeoreferencedFrequentPattern.html |  194 +
 ...ncertainPeriodicFrequentPattern.basic.html |  696 ++
 ...PAMI.uncertainPeriodicFrequentPattern.html |  210 +
 ...tedFrequentNeighbourhoodPattern.basic.html |  422 ++
 ....weightedFrequentNeighbourhoodPattern.html |  194 +
 .../PAMI.weightedFrequentPattern.basic.html   |  429 ++
 .../html/PAMI.weightedFrequentPattern.html    |  194 +
 ....weightedFrequentRegularPattern.basic.html |  422 ++
 .../PAMI.weightedFrequentRegularPattern.html  |  194 +
 ...eightedUncertainFrequentPattern.basic.html |  388 +
 ...PAMI.weightedUncertainFrequentPattern.html |  194 +
 .../basic/ARWithConfidence.html               |  553 ++
 .../basic/ARWithLeverage.html                 |  549 ++
 .../AssociationRules/basic/ARWithLift.html    |  554 ++
 .../AssociationRules/basic/RuleMiner.html     |  708 ++
 .../PAMI/correlatedPattern/basic/CoMine.html  |  852 +++
 .../correlatedPattern/basic/CoMinePlus.html   |  863 +++
 .../PAMI/coveragePattern/basic/CMine.html     |  573 ++
 .../PAMI/coveragePattern/basic/CPPG.html      |  617 ++
 .../_modules/PAMI/extras/DF2DB/DF2DB.html     |  235 +
 .../PAMI/extras/DF2DB/DenseFormatDF.html      |  413 +
 .../PAMI/extras/DF2DB/SparseFormatDF.html     |  273 +
 .../_modules/PAMI/extras/DF2DB/createTDB.html |  223 +
 .../PAMI/extras/DF2DB/denseDF2DBPlus.html     |  289 +
 .../PAMI/extras/DF2DB/denseDF2DB_dump.html    |  437 ++
 .../PAMI/extras/DF2DB/sparseDF2DBPlus.html    |  268 +
 .../extras/calculateMISValues/usingBeta.html  |  285 +
 .../extras/calculateMISValues/usingSD.html    |  284 +
 .../PAMI/extras/dbStats/FuzzyDatabase.html    |  575 ++
 .../MultipleTimeSeriesFuzzyDatabaseStats.html |  526 ++
 .../extras/dbStats/SequentialDatabase.html    |  601 ++
 .../PAMI/extras/dbStats/TemporalDatabase.html |  642 ++
 .../extras/dbStats/TransactionalDatabase.html |  515 ++
 .../dbStats/UncertainTemporalDatabase.html    |  587 ++
 .../UncertainTransactionalDatabase.html       |  493 ++
 .../PAMI/extras/dbStats/UtilityDatabase.html  |  535 ++
 .../fuzzyTransformation/temporalToFuzzy.html  |  319 +
 .../transactionalToFuzzy.html                 |  324 +
 .../generateSpatioTemporalDatabase.html       |  269 +
 .../generateTemporalDatabase.html             |  399 +
 .../generateTransactionalDatabase.html        |  332 +
 .../PAMI/extras/generateLatexGraphFile.html   |  223 +
 .../_modules/PAMI/extras/graph/DF2Fig.html    |  217 +
 .../graph/plotLineGraphFromDictionary.html    |  192 +
 .../graph/plotLineGraphsFromDataFrame.html    |  207 +
 .../extras/graph/visualizeFuzzyPatterns.html  |  251 +
 .../PAMI/extras/graph/visualizePatterns.html  |  250 +
 .../imageProcessing/imagery2Databases.html    |  293 +
 .../PAMI/extras/messaging/discord.html        |  130 +
 .../_modules/PAMI/extras/messaging/gmail.html |  157 +
 ...orsUsingEuclideanDistanceforPointInfo.html |  232 +
 .../findNeighboursUsingEuclidean.html         |  224 +
 .../findNeighboursUsingGeodesic.html          |  225 +
 .../_modules/PAMI/extras/plotPointOnMap.html  |  242 +
 .../PAMI/extras/plotPointOnMap_dump.html      |  240 +
 .../PAMI/extras/scatterPlotSpatialPoints.html |  221 +
 .../extras/stats/TransactionalDatabase.html   |  509 ++
 .../PAMI/extras/stats/graphDatabase.html      |  219 +
 .../PAMI/extras/stats/sequentialDatabase.html |  600 ++
 .../PAMI/extras/stats/temporalDatabase.html   |  642 ++
 .../PAMI/extras/stats/utilityDatabase.html    |  535 ++
 .../TemporalDatabase.html                     |  344 +
 .../TransactionalDatabase.html                |  337 +
 ...createSyntheticGeoreferentialTemporal.html |  176 +
 ...teSyntheticGeoreferentialTransactions.html |  175 +
 ...ticGeoreferentialUncertainTransaction.html |  179 +
 .../createSyntheticTemporal.html              |  165 +
 .../createSyntheticTransactions.html          |  163 +
 .../createSyntheticUncertainTemporal.html     |  172 +
 .../createSyntheticUncertainTransactions.html |  170 +
 .../createSyntheticUtility.html               |  177 +
 .../generateTemporal.html                     |  143 +
 .../generateTransactional.html                |  143 +
 .../generateUncertainTemporal.html            |  151 +
 .../generateUncertainTransactional.html       |  151 +
 .../generateUtilityTemporal.html              |  192 +
 .../generateUtilityTransactional.html         |  192 +
 .../syntheticUtilityDatabase.html             |  223 +
 .../temporalDatabaseGen.html                  |  195 +
 .../utilityDatabase.html                      |  282 +
 .../_modules/PAMI/extras/topKPatterns.html    |  204 +
 .../PAMI/extras/uncertaindb_convert.html      |  172 +
 .../PAMI/extras/visualize/graphs.html         |  159 +
 .../basic/FTApriori.html                      |  579 ++
 .../basic/FTFPGrowth.html                     |  830 ++
 .../PAMI/frequentPattern/basic/Apriori.html   |  534 ++
 .../PAMI/frequentPattern/basic/ECLAT.html     |  549 ++
 .../frequentPattern/basic/ECLATDiffset.html   |  530 ++
 .../frequentPattern/basic/ECLATbitset.html    |  522 ++
 .../PAMI/frequentPattern/basic/FPGrowth.html  |  707 ++
 .../PAMI/frequentPattern/closed/CHARM.html    |  692 ++
 .../frequentPattern/maximal/MaxFPGrowth.html  |  909 +++
 .../PAMI/frequentPattern/topk/FAE.html        |  591 ++
 .../basic/FCPGrowth.html                      |  915 +++
 .../fuzzyFrequentPattern/basic/FFIMiner.html  |  791 ++
 .../basic/FFIMiner_old.html                   |  908 +++
 .../basic/FFSPMiner.html                      |  845 +++
 .../basic/FFSPMiner_old.html                  |  899 +++
 .../basic/FGPFPMiner.html                     |  882 +++
 .../basic/FGPFPMiner_old.html                 | 1000 +++
 .../basic/F3PMiner.html                       |  776 ++
 .../basic/FPFPMiner.html                      |  837 ++
 .../basic/FPFPMiner_old.html                  |  889 +++
 .../basic/GPFPMiner.html                      |  719 ++
 .../basic/SpatialECLAT.html                   |  687 ++
 .../basic/STEclat.html                        |  709 ++
 .../basic/HUFIM.html                          | 1088 +++
 .../basic/SHUFIM.html                         | 1157 +++
 .../PAMI/highUtilityPattern/basic/EFIM.html   |  998 +++
 .../PAMI/highUtilityPattern/basic/HMiner.html |  869 +++
 .../highUtilityPattern/basic/UPGrowth.html    |  914 +++
 .../highUtilitySpatialPattern/abstract.html   |  361 +
 .../basic/HDSHUIM.html                        |  899 +++
 .../basic/SHUIM.html                          | 1067 +++
 .../topk/TKSHUIM.html                         | 1156 +++
 .../topk/abstract.html                        |  342 +
 .../localPeriodicPattern/basic/LPPGrowth.html | 1044 +++
 .../basic/LPPMBreadth.html                    |  733 ++
 .../localPeriodicPattern/basic/LPPMDepth.html |  704 ++
 .../basic/CFPGrowth.html                      |  815 ++
 .../basic/CFPGrowthPlus.html                  |  763 ++
 .../basic/abstract.html                       |  309 +
 .../basic/PPPGrowth.html                      |  842 +++
 .../basic/PPP_ECLAT.html                      |  655 ++
 .../closed/PPPClose.html                      |  717 ++
 .../partialPeriodicPattern/topk/abstract.html |  289 +
 .../partialPeriodicPattern/topk/k3PMiner.html |  655 ++
 .../PPGrowth.html                             |  916 +++
 .../basic/EPCPGrowth.html                     |  869 +++
 .../basic/PFECLAT.html                        |  598 ++
 .../basic/PFPGrowth.html                      |  718 ++
 .../basic/PFPGrowthPlus.html                  |  839 ++
 .../periodicFrequentPattern/basic/PFPMC.html  |  627 ++
 .../basic/PSGrowth.html                       | 1127 +++
 .../closed/CPFPMiner.html                     |  768 ++
 .../maximal/MaxPFGrowth.html                  |  997 +++
 .../topk/TopkPFP/TopkPFP.html                 |  663 ++
 .../topk/kPFPMiner/kPFPMiner.html             |  615 ++
 .../PAMI/recurringPattern/basic/RPGrowth.html |  926 +++
 .../basic/RSFPGrowth.html                     |  928 +++
 .../basic/RHUIM.html                          | 1012 +++
 .../sequentialPatternMining/basic/SPADE.html  | 1040 +++
 .../sequentialPatternMining/basic/SPAM.html   |  663 ++
 .../basic/prefixSpan.html                     |  807 ++
 .../basic/SPPEclat.html                       |  598 ++
 .../topK/TSPIN.html                           |  882 +++
 .../PAMI/subgraphMining/basic/dfsCode.html    |  221 +
 .../PAMI/subgraphMining/basic/edge.html       |  136 +
 .../subgraphMining/basic/extendedEdge.html    |  210 +
 .../basic/frequentSubgraph.html               |  124 +
 .../PAMI/subgraphMining/basic/graph.html      |  301 +
 .../PAMI/subgraphMining/basic/gspan.html      |  806 ++
 .../basic/sparseTriangularMatrix.html         |  165 +
 .../PAMI/subgraphMining/basic/vertex.html     |  152 +
 .../PAMI/subgraphMining/topK/DFSCode.html     |  210 +
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 .../topK/sparseTriangularMatrix.html          |  161 +
 .../PAMI/subgraphMining/topK/tkg.html         |  724 ++
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 .../basic/SWFPGrowth.html                     |  922 +++
 .../weightedFrequentPattern/basic/WFIM.html   |  825 ++
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 sphinx/_build/html/_modules/index.html        |  261 +
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 ...rencedPartialPeriodicPattern.basic.rst.txt |   29 +
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 ...MI.highUtilitySpatialPattern.basic.rst.txt |   37 +
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 .../PAMI.localPeriodicPattern.basic.rst.txt   |   45 +
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 ...mSupportBasedFrequentPattern.basic.rst.txt |   37 +
 ...MinimumSupportBasedFrequentPattern.rst.txt |   18 +
 ...rtialPeriodicFrequentPattern.basic.rst.txt |   37 +
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 ...AMI.partialPeriodicPattern.maximal.rst.txt |   29 +
 ...AMI.partialPeriodicPattern.pyspark.rst.txt |   29 +
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 .../PAMI.partialPeriodicPattern.topk.rst.txt  |   29 +
 ...eriodicPatternInMultipleTimeSeries.rst.txt |   29 +
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 ...riodicFrequentPattern.topk.TopkPFP.rst.txt |   29 +
 ...odicFrequentPattern.topk.kPFPMiner.rst.txt |   29 +
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 ...ertainFaultTolerantFrequentPattern.rst.txt |   29 +
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 ...ightedFrequentRegularPattern.basic.rst.txt |   29 +
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 sphinx/_build/html/_static/searchtools.js     |  574 ++
 .../_build/html/_static/sphinx_highlight.js   |  154 +
 sphinx/_build/html/genindex.html              | 6735 +++++++++++++++++
 sphinx/_build/html/index.html                 |  124 +
 sphinx/_build/html/modules.html               |  355 +
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 sphinx/_build/html/py-modindex.html           | 1800 +++++
 sphinx/_build/html/search.html                |  120 +
 sphinx/_build/html/searchindex.js             |    1 +
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diff --git a/sphinx/_build/doctrees/PAMI.extras.calculateMISValues.doctree b/sphinx/_build/doctrees/PAMI.extras.calculateMISValues.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.fuzzyGeoreferencedFrequentPattern.doctree b/sphinx/_build/doctrees/PAMI.fuzzyGeoreferencedFrequentPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.doctree b/sphinx/_build/doctrees/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.fuzzyPeriodicFrequentPattern.basic.doctree b/sphinx/_build/doctrees/PAMI.fuzzyPeriodicFrequentPattern.basic.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.geoReferencedPeriodicFrequentPattern.doctree b/sphinx/_build/doctrees/PAMI.geoReferencedPeriodicFrequentPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.georeferencedPartialPeriodicPattern.doctree b/sphinx/_build/doctrees/PAMI.georeferencedPartialPeriodicPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.multipleMinimumSupportBasedFrequentPattern.doctree b/sphinx/_build/doctrees/PAMI.multipleMinimumSupportBasedFrequentPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.partialPeriodicPatternInMultipleTimeSeries.doctree b/sphinx/_build/doctrees/PAMI.partialPeriodicPatternInMultipleTimeSeries.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.relativeHighUtilityPattern.doctree b/sphinx/_build/doctrees/PAMI.relativeHighUtilityPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.uncertainFaultTolerantFrequentPattern.doctree b/sphinx/_build/doctrees/PAMI.uncertainFaultTolerantFrequentPattern.doctree
new file mode 100644
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diff --git a/sphinx/_build/doctrees/PAMI.weightedFrequentRegularPattern.doctree b/sphinx/_build/doctrees/PAMI.weightedFrequentRegularPattern.doctree
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diff --git a/sphinx/_build/doctrees/PAMI.weightedUncertainFrequentPattern.basic.doctree b/sphinx/_build/doctrees/PAMI.weightedUncertainFrequentPattern.basic.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..b0047b0eee7fb8d6f57f934560336fcad02c28e1
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diff --git a/sphinx/_build/html/.buildinfo b/sphinx/_build/html/.buildinfo
new file mode 100644
index 000000000..1962979ae
--- /dev/null
+++ b/sphinx/_build/html/.buildinfo
@@ -0,0 +1,4 @@
+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: dba6a052199479a76c7239c0416fc44e
+tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/sphinx/_build/html/PAMI.AssociationRules.basic.html b/sphinx/_build/html/PAMI.AssociationRules.basic.html
new file mode 100644
index 000000000..18a1206d7
--- /dev/null
+++ b/sphinx/_build/html/PAMI.AssociationRules.basic.html
@@ -0,0 +1,1046 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.AssociationRules.basic package &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
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+        <script src="_static/jquery.js?v=5d32c60e"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="_static/documentation_options.js?v=391540b0"></script>
+        <script src="_static/doctools.js?v=888ff710"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="PAMI.correlatedPattern package" href="PAMI.correlatedPattern.html" />
+    <link rel="prev" title="PAMI.AssociationRules package" href="PAMI.AssociationRules.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
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+      <div class="wy-side-scroll">
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+            PAMI
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+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+          <li class="breadcrumb-item"><a href="PAMI.html">PAMI package</a></li>
+          <li class="breadcrumb-item"><a href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+      <li class="breadcrumb-item active">PAMI.AssociationRules.basic package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.AssociationRules.basic.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pami-associationrules-basic-package">
+<h1>PAMI.AssociationRules.basic package<a class="headerlink" href="#pami-associationrules-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.AssociationRules.basic.ARWithConfidence">
+<span id="pami-associationrules-basic-arwithconfidence-module"></span><h2>PAMI.AssociationRules.basic.ARWithConfidence module<a class="headerlink" href="#module-PAMI.AssociationRules.basic.ARWithConfidence" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.ARWithConfidence.</span></span><span class="sig-name descname"><span class="pre">ARWithConfidence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minConf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<section id="about-this-algorithm">
+<h3>About this algorithm<a class="headerlink" href="#about-this-algorithm" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Association Rules are derived from frequent patterns using “confidence” metric.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of association rules</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of association rules</p>
+</dd>
+<dt class="field-odd">param  minConf<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float :
+The user can specify the minConf in float between the range of 0 to 1.</p>
+</dd>
+<dt class="field-even">param  sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="execution-methods">
+<h3>Execution methods<a class="headerlink" href="#execution-methods" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithConfidence.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithConfidence.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39; &#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minConf can be specified in a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="nn">ARWithConfidence</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ARWithConfidence</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">associationRules</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">associationRules</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3>Credits<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.mine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function to send the result after completion of the mining process</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithConfidence.html#ARWithConfidence.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.startMine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.AssociationRules.basic.ARWithLeverage">
+<span id="pami-associationrules-basic-arwithleverage-module"></span><h2>PAMI.AssociationRules.basic.ARWithLeverage module<a class="headerlink" href="#module-PAMI.AssociationRules.basic.ARWithLeverage" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.ARWithLeverage.</span></span><span class="sig-name descname"><span class="pre">ARWithLeverage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minConf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<section id="id1">
+<h3>About this algorithm<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Association Rules are derived from frequent patterns using “leverage” metric.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of association rules</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of association rules</p>
+</dd>
+<dt class="field-odd">param  minConf<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float :
+The user can specify the minConf in float between the range of 0 to 1.</p>
+</dd>
+<dt class="field-even">param  sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="id2">
+<h3>Execution methods<a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithLeverage.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithLeverage.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="s1">&#39; &#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minConf can be specified in a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="nn">ARWithLeverage</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ARWithLeverage</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">associationRules</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">associationRules</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3>Credits<a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.mine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function to send the result after completion of the mining process</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLeverage.html#ARWithLeverage.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.startMine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.AssociationRules.basic.ARWithLift">
+<span id="pami-associationrules-basic-arwithlift-module"></span><h2>PAMI.AssociationRules.basic.ARWithLift module<a class="headerlink" href="#module-PAMI.AssociationRules.basic.ARWithLift" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.ARWithLift.</span></span><span class="sig-name descname"><span class="pre">ARWithLift</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minConf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<section id="id4">
+<h3>About this algorithm<a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Association Rules are derived from frequent patterns using “lift” metric.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of association rules</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of association rules</p>
+</dd>
+<dt class="field-odd">param  minConf<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float :
+The user can specify the minConf in float between the range of 0 to 1.</p>
+</dd>
+<dt class="field-even">param  sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="id5">
+<h3>Execution methods<a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithLift.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ARWithLift.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39; &#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minConf can be specified in a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="nn">ARWithLift</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ARWithLift</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">associationRules</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">associationRules</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id6">
+<h3>Credits<a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.mine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function to send the result after completion of the mining process</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.ARWithLift.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#ARWithLift.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.startMine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.Lift">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.ARWithLift.</span></span><span class="sig-name descname"><span class="pre">Lift</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">singleItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minConf</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#Lift"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.Lift" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>patterns</strong> (<em>dict</em>) – Dictionary containing patterns and its support value.</p></li>
+<li><p><strong>singleItems</strong> (<em>list</em>) – List containing all the single frequent items.</p></li>
+<li><p><strong>minConf</strong> (<em>int</em>) – Minimum confidence to mine all the satisfying association rules.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.ARWithLift.Lift.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/ARWithLift.html#Lift.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.ARWithLift.Lift.run" title="Link to this definition"></a></dt>
+<dd><p>To generate the combinations all association rules.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.AssociationRules.basic.RuleMiner">
+<span id="pami-associationrules-basic-ruleminer-module"></span><h2>PAMI.AssociationRules.basic.RuleMiner module<a class="headerlink" href="#module-PAMI.AssociationRules.basic.RuleMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Confidence">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.RuleMiner.</span></span><span class="sig-name descname"><span class="pre">Confidence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">singleItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Confidence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Confidence" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Association Rules are derived from frequent patterns using “confidence” metric.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Confidence.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Confidence.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Confidence.run" title="Link to this definition"></a></dt>
+<dd><p>To generate the combinations all association rules.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Leverage">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.RuleMiner.</span></span><span class="sig-name descname"><span class="pre">Leverage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">singleItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Leverage"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Leverage" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Association Rules are derived from frequent patterns using “leverage” metric.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Leverage.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Leverage.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Leverage.run" title="Link to this definition"></a></dt>
+<dd><p>To generate the combinations all association rules.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Lift">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.RuleMiner.</span></span><span class="sig-name descname"><span class="pre">Lift</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">singleItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Lift"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Lift" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Association Rules are derived from frequent patterns using “lift” metric.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.Lift.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#Lift.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.Lift.run" title="Link to this definition"></a></dt>
+<dd><p>To generate the combinations all association rules.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.AssociationRules.basic.RuleMiner.</span></span><span class="sig-name descname"><span class="pre">RuleMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">measure</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<section id="id7">
+<h3>About this algorithm<a class="headerlink" href="#id7" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>RuleMiner code is used to extract the association rules from given frequent patterns</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of association rules</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of association rules</p>
+</dd>
+<dt class="field-odd">param  minConf<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float :
+The user can specify the minConf in float between the range of 0 to 1.</p>
+</dd>
+<dt class="field-even">param  frequentPattern<span class="colon">:</span></dt>
+<dd class="field-even"><p>list or dict :
+frequent patterns are stored in the form of list or dictionary</p>
+</dd>
+<dt class="field-odd">param  measure<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+condition to calculate the strength of rule</p>
+</dd>
+<dt class="field-even">param  threshold<span class="colon">:</span></dt>
+<dd class="field-even"><p>int :
+condition to satisfy</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="id8">
+<h3>Execution methods<a class="headerlink" href="#id8" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RuleMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RuleMiner.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39; &#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minConf can be specified in a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="nn">RuleMiner</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">RuleMiner</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">measure</span><span class="p">,</span> <span class="n">o</span><span class="mf">.5</span><span class="p">,</span> <span class="s2">&quot;  &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">associationRules</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">associationRules</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="field-list simple">
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><p>mine()</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function to send the result after completion of the mining process</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.AssociationRules.basic.RuleMiner.RuleMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/AssociationRules/basic/RuleMiner.html#RuleMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Association rule mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.AssociationRules.basic.abstract">
+<span id="pami-associationrules-basic-abstract-module"></span><h2>PAMI.AssociationRules.basic.abstract module<a class="headerlink" href="#module-PAMI.AssociationRules.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.AssociationRules.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.AssociationRules.basic" title="Link to this heading"></a></h2>
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+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.AssociationRules package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+             
+  <section id="pami-associationrules-package">
+<h1>PAMI.AssociationRules package<a class="headerlink" href="#pami-associationrules-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.AssociationRules.basic.html">PAMI.AssociationRules.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithConfidence">PAMI.AssociationRules.basic.ARWithConfidence module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatterns"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getRuntime"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.mine"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.printResults"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.save"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.startMine"><code class="docutils literal notranslate"><span class="pre">ARWithConfidence.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLeverage">PAMI.AssociationRules.basic.ARWithLeverage module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatterns"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getRuntime"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.mine"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.printResults"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.save"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.startMine"><code class="docutils literal notranslate"><span class="pre">ARWithLeverage.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLift">PAMI.AssociationRules.basic.ARWithLift module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift"><code class="docutils literal notranslate"><span class="pre">ARWithLift</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ARWithLift.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ARWithLift.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatterns"><code class="docutils literal notranslate"><span class="pre">ARWithLift.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ARWithLift.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getRuntime"><code class="docutils literal notranslate"><span class="pre">ARWithLift.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.mine"><code class="docutils literal notranslate"><span class="pre">ARWithLift.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.printResults"><code class="docutils literal notranslate"><span class="pre">ARWithLift.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.save"><code class="docutils literal notranslate"><span class="pre">ARWithLift.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.startMine"><code class="docutils literal notranslate"><span class="pre">ARWithLift.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift"><code class="docutils literal notranslate"><span class="pre">Lift</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift.run"><code class="docutils literal notranslate"><span class="pre">Lift.run()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.RuleMiner">PAMI.AssociationRules.basic.RuleMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence"><code class="docutils literal notranslate"><span class="pre">Confidence</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence.run"><code class="docutils literal notranslate"><span class="pre">Confidence.run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage"><code class="docutils literal notranslate"><span class="pre">Leverage</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage.run"><code class="docutils literal notranslate"><span class="pre">Leverage.run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift"><code class="docutils literal notranslate"><span class="pre">Lift</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift.run"><code class="docutils literal notranslate"><span class="pre">Lift.run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner"><code class="docutils literal notranslate"><span class="pre">RuleMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">RuleMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">RuleMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">RuleMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">RuleMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">RuleMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.mine"><code class="docutils literal notranslate"><span class="pre">RuleMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.printResults"><code class="docutils literal notranslate"><span class="pre">RuleMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.save"><code class="docutils literal notranslate"><span class="pre">RuleMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.startMine"><code class="docutils literal notranslate"><span class="pre">RuleMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.abstract">PAMI.AssociationRules.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.AssociationRules">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.AssociationRules" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.correlatedPattern.basic.html b/sphinx/_build/html/PAMI.correlatedPattern.basic.html
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-correlatedpattern-basic-package">
+<h1>PAMI.correlatedPattern.basic package<a class="headerlink" href="#pami-correlatedpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.correlatedPattern.basic.CoMine">
+<span id="pami-correlatedpattern-basic-comine-module"></span><h2>PAMI.correlatedPattern.basic.CoMine module<a class="headerlink" href="#module-PAMI.correlatedPattern.basic.CoMine" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.correlatedPattern.basic.CoMine.</span></span><span class="sig-name descname"><span class="pre">CoMine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minAllConf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_correlatedPatterns</span></code></p>
+<section id="about-this-algorithm">
+<h3>About this algorithm<a class="headerlink" href="#about-this-algorithm" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CoMine is one of the fundamental algorithm to discover correlated  patterns in a transactional database. It is based on the traditional FP-Growth algorithm. This algorithm uses depth-first search technique to find all correlated patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Lee, Y.K., Kim, W.Y., Cao, D., Han, J. (2003). CoMine: efficient mining of correlated patterns. In ICDM (pp. 581–584).</p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of correlated patterns</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of correlated patterns</p>
+</dd>
+<dt class="field-odd">param  minSup<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p>
+</dd>
+<dt class="field-even">param minAllConf<span class="colon">:</span></dt>
+<dd class="field-even"><p>float :
+The user can specify minAllConf values within the range (0, 1).</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minSup<span class="classifier">int</span></dt><dd><p>The user given minSup</p>
+</dd>
+<dt>minAllConf: float</dt><dd><p>The user given minimum all confidence Ratio(should be in range of 0 to 1)</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>itemSetBuffer<span class="classifier">list</span></dt><dd><p>it represents the store the items in mining</p>
+</dd>
+<dt>maxPatternLength<span class="classifier">int</span></dt><dd><p>it represents the constraint for pattern length</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="execution-methods">
+<h3>Execution methods<a class="headerlink" href="#execution-methods" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CoMine.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;minAllConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CoMine.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">0</span>.25<span class="w"> </span><span class="m">0</span>.2
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup can be specified in support count or a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.correlatedPattern.basic</span> <span class="kn">import</span> <span class="n">CoMine</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CoMine</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">,</span><span class="n">sep</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3>Credits<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of correlated patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning correlated patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final correlated patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning correlated patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.mine" title="Link to this definition"></a></dt>
+<dd><p>main method to start</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.printResults" title="Link to this definition"></a></dt>
+<dd><p>function to print the result after completing the process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of correlated patterns will be saved into an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMine.CoMine.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMine.html#CoMine.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMine.CoMine.startMine" title="Link to this definition"></a></dt>
+<dd><p>main method to start</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.correlatedPattern.basic.CoMinePlus">
+<span id="pami-correlatedpattern-basic-comineplus-module"></span><h2>PAMI.correlatedPattern.basic.CoMinePlus module<a class="headerlink" href="#module-PAMI.correlatedPattern.basic.CoMinePlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.correlatedPattern.basic.CoMinePlus.</span></span><span class="sig-name descname"><span class="pre">CoMinePlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minAllConf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_correlatedPatterns</span></code></p>
+<section id="id1">
+<h3>About this algorithm<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CoMinePlus is one of the efficient algorithm to discover correlated patterns in a transactional database. Using Item Support Intervals technique which is generating correlated patterns of higher order by combining only with items that have support within specified interval.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Uday Kiran R., Kitsuregawa M. (2012) Efficient Discovery of Correlated Patterns in Transactional Databases Using Items’ Support Intervals.
+In: Liddle S.W., Schewe KD., Tjoa A.M., Zhou X. (eds) Database and Expert Systems Applications. DEXA 2012. Lecture Notes in Computer Science, vol 7446. Springer, Berlin, Heidelberg.
+<a class="reference external" href="https://doi.org/10.1007/978-3-642-32600-4_18">https://doi.org/10.1007/978-3-642-32600-4_18</a></p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of correlated patterns</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of correlated patterns</p>
+</dd>
+<dt class="field-odd">param  minSup<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p>
+</dd>
+<dt class="field-even">param  minAllConf<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of Neighbourhood file name</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minSup</p>
+</dd>
+<dt>minAllConf: float</dt><dd><p>The user given minimum all confidence Ratio (should be in range of 0 to 1)</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>itemSetBuffer<span class="classifier">list</span></dt><dd><p>it represents the store the items in mining</p>
+</dd>
+<dt>maxPatternLength<span class="classifier">int</span></dt><dd><p>it represents the constraint for pattern length</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="id2">
+<h3>Execution methods<a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CoMinePlus.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;minAllConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CoMinePlus.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39;,&#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup can be specified in support count or a value between 0 and 1.</p>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.correlatedPattern.basic</span> <span class="kn">import</span> <span class="n">CoMinePlus</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CoMinePlus</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">correlatedPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of correlated patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">correlatedPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3>Credits<a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of correlated patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning correlated patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final correlated patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning correlated patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.mine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.printResults" title="Link to this definition"></a></dt>
+<dd><p>function to print the result after completing the process</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of correlated patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/correlatedPattern/basic/CoMinePlus.html#CoMinePlus.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.correlatedPattern.basic.abstract">
+<span id="pami-correlatedpattern-basic-abstract-module"></span><h2>PAMI.correlatedPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.correlatedPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.correlatedPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.correlatedPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.correlatedPattern.html" class="btn btn-neutral float-left" title="PAMI.correlatedPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+      <li class="breadcrumb-item active">PAMI.correlatedPattern package</li>
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+             
+  <section id="pami-correlatedpattern-package">
+<h1>PAMI.correlatedPattern package<a class="headerlink" href="#pami-correlatedpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.correlatedPattern.basic.html">PAMI.correlatedPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMine">PAMI.correlatedPattern.basic.CoMine module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine"><code class="docutils literal notranslate"><span class="pre">CoMine</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CoMine.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CoMine.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatterns"><code class="docutils literal notranslate"><span class="pre">CoMine.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CoMine.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getRuntime"><code class="docutils literal notranslate"><span class="pre">CoMine.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.mine"><code class="docutils literal notranslate"><span class="pre">CoMine.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.printResults"><code class="docutils literal notranslate"><span class="pre">CoMine.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.save"><code class="docutils literal notranslate"><span class="pre">CoMine.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.startMine"><code class="docutils literal notranslate"><span class="pre">CoMine.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMinePlus">PAMI.correlatedPattern.basic.CoMinePlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus"><code class="docutils literal notranslate"><span class="pre">CoMinePlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatterns"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getRuntime"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.mine"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.printResults"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.save"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.startMine"><code class="docutils literal notranslate"><span class="pre">CoMinePlus.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.abstract">PAMI.correlatedPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.correlatedPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.correlatedPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
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diff --git a/sphinx/_build/html/PAMI.coveragePattern.basic.html b/sphinx/_build/html/PAMI.coveragePattern.basic.html
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+<!DOCTYPE html>
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+  <title>PAMI.coveragePattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+             
+  <section id="pami-coveragepattern-basic-package">
+<h1>PAMI.coveragePattern.basic package<a class="headerlink" href="#pami-coveragepattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.coveragePattern.basic.CMine">
+<span id="pami-coveragepattern-basic-cmine-module"></span><h2>PAMI.coveragePattern.basic.CMine module<a class="headerlink" href="#module-PAMI.coveragePattern.basic.CMine" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.coveragePattern.basic.CMine.</span></span><span class="sig-name descname"><span class="pre">CMine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minRF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minCS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxOR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_coveragePatterns</span></code></p>
+<section id="about-this-algorithm">
+<h3>About this algorithm<a class="headerlink" href="#about-this-algorithm" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CMine algorithms aims to discover the coverage patterns in transactional databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Bhargav Sripada, Polepalli Krishna Reddy, Rage Uday Kiran:
+Coverage patterns for efficient banner advertisement placement. WWW (Companion Volume) 2011: 131-132
+__https://dl.acm.org/doi/10.1145/1963192.1963259</p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of coverage patterns</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of coverage patterns</p>
+</dd>
+<dt class="field-odd">param  minRF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str:
+Controls the minimum number of transactions in which every item must appear in a database.</p>
+</dd>
+<dt class="field-even">param  minCS<span class="colon">:</span></dt>
+<dd class="field-even"><p>str:
+Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</p>
+</dd>
+<dt class="field-odd">param  maxOR<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p>
+</dd>
+<dt class="field-even">param  sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="execution-methods">
+<h3>Execution methods<a class="headerlink" href="#execution-methods" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CMine.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minRF&gt;<span class="w"> </span>&lt;minCS&gt;<span class="w"> </span>&lt;maxOR&gt;<span class="w"> </span>&lt;<span class="s1">&#39;    &#39;</span>&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CMine.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.7<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39;       &#39;</span>
+</pre></div>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.coveragePattern.basic</span> <span class="kn">import</span> <span class="n">CMine</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CMine</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minRF</span><span class="p">,</span> <span class="n">minCS</span><span class="p">,</span> <span class="n">maxOR</span><span class="p">,</span> <span class="n">seperator</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">coveragePattern</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">coveragePattern</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3>Credits<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.creatingCoverageItems">
+<span class="sig-name descname"><span class="pre">creatingCoverageItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.creatingCoverageItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.creatingCoverageItems" title="Link to this definition"></a></dt>
+<dd><p>This function creates coverage items from _database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>coverageTidData that stores coverage items and their tid list.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.genPatterns">
+<span class="sig-name descname"><span class="pre">genPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tidData</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.genPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.genPatterns" title="Link to this definition"></a></dt>
+<dd><p>This function generate coverage pattern about prefix.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>prefix</strong> – String</p></li>
+<li><p><strong>tidData</strong> – list</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.generateAllPatterns">
+<span class="sig-name descname"><span class="pre">generateAllPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">coverageItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.generateAllPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.generateAllPatterns" title="Link to this definition"></a></dt>
+<dd><p>This function generates all coverage patterns.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>coverageItems</strong> – coverage items</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of coverage patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning coverage patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final coverage patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning coverage patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method to start</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of coverage patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method to start</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CMine.CMine.tidToBitset">
+<span class="sig-name descname"><span class="pre">tidToBitset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CMine.html#CMine.tidToBitset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CMine.CMine.tidToBitset" title="Link to this definition"></a></dt>
+<dd><p>This function converts tid list to bitset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>item_set</strong> – </p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Dictionary</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.coveragePattern.basic.CPPG">
+<span id="pami-coveragepattern-basic-cppg-module"></span><h2>PAMI.coveragePattern.basic.CPPG module<a class="headerlink" href="#module-PAMI.coveragePattern.basic.CPPG" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.coveragePattern.basic.CPPG.</span></span><span class="sig-name descname"><span class="pre">CPPG</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minRF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minCS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxOR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_coveragePatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CPPG  algorithm discovers coverage patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Gowtham Srinivas, P.; Krishna Reddy, P.; Trinath, A. V.; Bhargav, S.; Uday Kiran, R. (2015).
+Mining coverage patterns from transactional databases. Journal of Intelligent Information Systems, 45(3), 423–439.
+<a class="reference external" href="https://link.springer.com/article/10.1007/s10844-014-0318-3">https://link.springer.com/article/10.1007/s10844-014-0318-3</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of coverage patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of coverage patterns</p></li>
+<li><p><strong>minRF</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>minCS</strong> – str:
+Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</p></li>
+<li><p><strong>maxOR</strong> – str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CPPG.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minRF&gt;<span class="w"> </span>&lt;minCS&gt;<span class="w"> </span>&lt;maxOR&gt;<span class="w"> </span>&lt;<span class="s1">&#39;     &#39;</span>&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CPPG.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.7<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="s1">&#39;,&#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.coveragePattern.basic</span> <span class="kn">import</span> <span class="n">CPPG</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CPPG</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minRF</span><span class="p">,</span> <span class="n">minCS</span><span class="p">,</span> <span class="n">maxOR</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">coveragePattern</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">coveragePattern</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the outputfile</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.coveragePattern.basic.CPPG.CPPG.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/coveragePattern/basic/CPPG.html#CPPG.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.coveragePattern.basic.CPPG.CPPG.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.coveragePattern.basic.abstract">
+<span id="pami-coveragepattern-basic-abstract-module"></span><h2>PAMI.coveragePattern.basic.abstract module<a class="headerlink" href="#module-PAMI.coveragePattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.coveragePattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.coveragePattern.basic" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-coveragepattern-package">
+<h1>PAMI.coveragePattern package<a class="headerlink" href="#pami-coveragepattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.coveragePattern.basic.html">PAMI.coveragePattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CMine">PAMI.coveragePattern.basic.CMine module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine"><code class="docutils literal notranslate"><span class="pre">CMine</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.creatingCoverageItems"><code class="docutils literal notranslate"><span class="pre">CMine.creatingCoverageItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.genPatterns"><code class="docutils literal notranslate"><span class="pre">CMine.genPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.generateAllPatterns"><code class="docutils literal notranslate"><span class="pre">CMine.generateAllPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CMine.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CMine.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatterns"><code class="docutils literal notranslate"><span class="pre">CMine.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CMine.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getRuntime"><code class="docutils literal notranslate"><span class="pre">CMine.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.mine"><code class="docutils literal notranslate"><span class="pre">CMine.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.printResults"><code class="docutils literal notranslate"><span class="pre">CMine.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.save"><code class="docutils literal notranslate"><span class="pre">CMine.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.startMine"><code class="docutils literal notranslate"><span class="pre">CMine.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.tidToBitset"><code class="docutils literal notranslate"><span class="pre">CMine.tidToBitset()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CPPG">PAMI.coveragePattern.basic.CPPG module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG"><code class="docutils literal notranslate"><span class="pre">CPPG</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CPPG.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CPPG.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatterns"><code class="docutils literal notranslate"><span class="pre">CPPG.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CPPG.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getRuntime"><code class="docutils literal notranslate"><span class="pre">CPPG.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.mine"><code class="docutils literal notranslate"><span class="pre">CPPG.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.printResults"><code class="docutils literal notranslate"><span class="pre">CPPG.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.save"><code class="docutils literal notranslate"><span class="pre">CPPG.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.startMine"><code class="docutils literal notranslate"><span class="pre">CPPG.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.abstract">PAMI.coveragePattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.coveragePattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.coveragePattern" title="Link to this heading"></a></h2>
+</section>
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diff --git a/sphinx/_build/html/PAMI.extras.DF2DB.html b/sphinx/_build/html/PAMI.extras.DF2DB.html
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+  <section id="pami-extras-df2db-package">
+<h1>PAMI.extras.DF2DB package<a class="headerlink" href="#pami-extras-df2db-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.DF2DB.DF2DB">
+<span id="pami-extras-df2db-df2db-module"></span><h2>PAMI.extras.DF2DB.DF2DB module<a class="headerlink" href="#module-PAMI.extras.DF2DB.DF2DB" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DF2DB.DF2DB">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.DF2DB.</span></span><span class="sig-name descname"><span class="pre">DF2DB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">DFtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sparse'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DF2DB.html#DF2DB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DF2DB.DF2DB" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class will create database for given DataFrame based on Threshold values and conditions are defined in the class.
+Converts Dataframe into sparse or dense dataframes.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>DataFrame :
+It is sparse or dense DataFrame</p>
+</dd>
+<dt class="field-even">param thresholdValue<span class="colon">:</span></dt>
+<dd class="field-even"><p>int or float :
+It is threshold value of all item</p>
+</dd>
+<dt class="field-odd">param condition<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+It is condition of all item</p>
+</dd>
+<dt class="field-even">param DFtype<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+It is DataFrame type. It should be sparse or dense. Default DF is sparse.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">DF2DB</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">DF2DB</span><span class="p">(</span><span class="n">idf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="s2">&quot;sparse/dense&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getTransactional</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getTemporal</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getUtility</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DF2DB.DF2DB.getTemporalDatabase">
+<span class="sig-name descname"><span class="pre">getTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DF2DB.html#DF2DB.getTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DF2DB.DF2DB.getTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create temporal database and return outputFile name
+:param outputFile: file name or path to store database
+:type outputFile: str
+:return: outputFile name
+:rtype: str</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DF2DB.DF2DB.getTransactionalDatabase">
+<span class="sig-name descname"><span class="pre">getTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DF2DB.html#DF2DB.getTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DF2DB.DF2DB.getTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName
+:param outputFile: file name or path to store database
+:type outputFile: str
+:return: outputFile name
+:rtype: str</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DF2DB.DF2DB.getUtilityDatabase">
+<span class="sig-name descname"><span class="pre">getUtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DF2DB.html#DF2DB.getUtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DF2DB.DF2DB.getUtilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>create utility database and return outputFile name
+:param outputFile:  file name or path to store database
+:type outputFile: str
+:return: outputFile name
+:rtype: str</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="pami-extras-df2db-df2dbplus-module">
+<h2>PAMI.extras.DF2DB.DF2DBPlus module<a class="headerlink" href="#pami-extras-df2db-df2dbplus-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.DF2DB.DenseFormatDF">
+<span id="pami-extras-df2db-denseformatdf-module"></span><h2>PAMI.extras.DF2DB.DenseFormatDF module<a class="headerlink" href="#module-PAMI.extras.DF2DB.DenseFormatDF" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.DenseFormatDF.</span></span><span class="sig-name descname"><span class="pre">DenseFormatDF</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class create Data Base from DataFrame.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dataframe :
+It is dense DataFrame</p>
+</dd>
+<dt class="field-even">param condition<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+It is condition to judge the value in dataframe</p>
+</dd>
+<dt class="field-odd">param thresholdValue<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int or float :
+User defined value.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">DenseFormatDF</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">DenseFormatDF</span><span class="p">(</span><span class="n">iDdf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">convert2TransactionalDatabase</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">convert2TemporalDatabase</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">convert2MultipleTimeSeries</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create Multiple TimeSeries database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">convert2UtilityDatabase</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To get file name of the database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2MultipleTimeSeries">
+<span class="sig-name descname"><span class="pre">convert2MultipleTimeSeries</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">interval</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.convert2MultipleTimeSeries"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2MultipleTimeSeries" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create the multiple time series database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>outputFile</strong> (<em>str</em>) – Write multiple time series database into outputFile.</p></li>
+<li><p><strong>interval</strong> (<em>int</em>) – Breaks the given timeseries into intervals.</p></li>
+<li><p><strong>condition</strong> – It is condition to judge the value in dataframe</p></li>
+<li><p><strong>thresholdValue</strong> (<em>int</em><em> or </em><em>float</em>) – User defined value.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TemporalDatabase">
+<span class="sig-name descname"><span class="pre">convert2TemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.convert2TemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TemporalDatabase" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create temporal database</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>outputFile</strong> (<em>str</em>) – Write temporal database into outputFile</p></li>
+<li><p><strong>condition</strong> (<em>str</em>) – It is condition to judge the value in dataframe</p></li>
+<li><p><strong>thresholdValue</strong> (<em>Union</em>) – User defined value.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TransactionalDatabase">
+<span class="sig-name descname"><span class="pre">convert2TransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.convert2TransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create transactional data base</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param outputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Write transactional database into outputFile</p>
+</dd>
+<dt class="field-even">type outputFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str</p>
+</dd>
+<dt class="field-odd">param condition<span class="colon">:</span></dt>
+<dd class="field-odd"><p>It is condition to judge the value in dataframe</p>
+</dd>
+<dt class="field-even">type condition<span class="colon">:</span></dt>
+<dd class="field-even"><p>str</p>
+</dd>
+<dt class="field-odd">param thresholdValue<span class="colon">:</span></dt>
+<dd class="field-odd"><p>User defined value.</p>
+</dd>
+<dt class="field-even">type thresholdValue<span class="colon">:</span></dt>
+<dd class="field-even"><p>Union[int, float]</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UncertainTransactional">
+<span class="sig-name descname"><span class="pre">convert2UncertainTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.convert2UncertainTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UncertainTransactional" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UtilityDatabase">
+<span class="sig-name descname"><span class="pre">convert2UtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.convert2UtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UtilityDatabase" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create the utility database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>outputFile</strong> (<em>str</em>) – Write utility database into outputFile</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/DenseFormatDF.html#DenseFormatDF.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.getFileName" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>outputFile name</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB.SparseFormatDF">
+<span id="pami-extras-df2db-sparseformatdf-module"></span><h2>PAMI.extras.DF2DB.SparseFormatDF module<a class="headerlink" href="#module-PAMI.extras.DF2DB.SparseFormatDF" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.SparseFormatDF.</span></span><span class="sig-name descname"><span class="pre">SparseFormatDF</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/SparseFormatDF.html#SparseFormatDF"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class create Data Base from DataFrame.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dataframe :
+It is dense DataFrame</p>
+</dd>
+<dt class="field-even">param condition<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+It is condition to judge the value in dataframe</p>
+</dd>
+<dt class="field-odd">param thresholdValue<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int or float :
+User defined value.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">SparseFormatDF</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">SparseFormatDF</span><span class="p">(</span><span class="n">iDdf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTransactional</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTemporal</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createUtility</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To get file name of the database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTemporal">
+<span class="sig-name descname"><span class="pre">createTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/SparseFormatDF.html#SparseFormatDF.createTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTemporal" title="Link to this definition"></a></dt>
+<dd><p>Create temporal data base
+:param outputFile: Write temporal data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTransactional">
+<span class="sig-name descname"><span class="pre">createTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/SparseFormatDF.html#SparseFormatDF.createTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTransactional" title="Link to this definition"></a></dt>
+<dd><p>Create transactional data base
+:param outputFile: Write transactional data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createUtility">
+<span class="sig-name descname"><span class="pre">createUtility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/SparseFormatDF.html#SparseFormatDF.createUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createUtility" title="Link to this definition"></a></dt>
+<dd><p>Create the utility database.
+:param outputFile: Write utility database into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/SparseFormatDF.html#SparseFormatDF.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB.createTDB">
+<span id="pami-extras-df2db-createtdb-module"></span><h2>PAMI.extras.DF2DB.createTDB module<a class="headerlink" href="#module-PAMI.extras.DF2DB.createTDB" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.createTDB.createTDB">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.createTDB.</span></span><span class="sig-name descname"><span class="pre">createTDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/createTDB.html#createTDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.createTDB.createTDB" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class will create Transactional database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>df</strong> (<em>list</em>) – It represents the dataframe</p>
+</dd>
+</dl>
+<p>:param threshold : It is the threshold value of all item.
+:type threshold: int or float</p>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">FPGrowth</span> <span class="k">as</span> <span class="n">fp</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">fp</span><span class="o">.</span><span class="n">createTDB</span><span class="p">(</span><span class="n">idf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span> <span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.createTDB.createTDB.createTDB">
+<span class="sig-name descname"><span class="pre">createTDB</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/createTDB.html#createTDB.createTDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.createTDB.createTDB.createTDB" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>To Create transactional database</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.createTDB.createTDB.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/createTDB.html#createTDB.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.createTDB.createTDB.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB.denseDF2DBPlus">
+<span id="pami-extras-df2db-densedf2dbplus-module"></span><h2>PAMI.extras.DF2DB.denseDF2DBPlus module<a class="headerlink" href="#module-PAMI.extras.DF2DB.denseDF2DBPlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.denseDF2DBPlus.</span></span><span class="sig-name descname"><span class="pre">DenseFormatDFPlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdConditionDF</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DBPlus.html#DenseFormatDFPlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class create Data Base from DataFrame.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dataframe :
+It is dense DataFrame</p>
+</dd>
+<dt class="field-even">param thresholdConditionDF<span class="colon">:</span></dt>
+<dd class="field-even"><p>str or int or float:
+It is condition to judge the value in dataframe</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">DenseFormatDFPlus</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">DenseFormatDFPlus</span><span class="p">(</span><span class="n">iDdf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTransactional</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTemporal</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createUtility</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To get file name of the database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTemporal">
+<span class="sig-name descname"><span class="pre">createTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DBPlus.html#DenseFormatDFPlus.createTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTemporal" title="Link to this definition"></a></dt>
+<dd><p>Create temporal data base
+:param outputFile: Write temporal data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTransactional">
+<span class="sig-name descname"><span class="pre">createTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DBPlus.html#DenseFormatDFPlus.createTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTransactional" title="Link to this definition"></a></dt>
+<dd><p>Create transactional data base
+:param outputFile: Write transactional data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createUtility">
+<span class="sig-name descname"><span class="pre">createUtility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DBPlus.html#DenseFormatDFPlus.createUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createUtility" title="Link to this definition"></a></dt>
+<dd><p>Create the utility data base.
+:param outputFile: Write utility data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DBPlus.html#DenseFormatDFPlus.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB.denseDF2DB_dump">
+<span id="pami-extras-df2db-densedf2db-dump-module"></span><h2>PAMI.extras.DF2DB.denseDF2DB_dump module<a class="headerlink" href="#module-PAMI.extras.DF2DB.denseDF2DB_dump" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.denseDF2DB_dump.</span></span><span class="sig-name descname"><span class="pre">DenseFormatDF</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DB_dump.html#DenseFormatDF"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class create Data Base from DataFrame.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dataframe :
+It is dense DataFrame</p>
+</dd>
+<dt class="field-even">param condition<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+It is condition to judge the value in dataframe</p>
+</dd>
+<dt class="field-odd">param thresholdValue<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int or float :
+User defined value.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id5">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">DenseFormatDF_dump</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">DenseFormatDF_dump</span><span class="p">(</span><span class="n">iDdf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTransactional</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTemporal</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createUtility</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To get file name of the database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTemporal">
+<span class="sig-name descname"><span class="pre">createTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DB_dump.html#DenseFormatDF.createTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTemporal" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create temporal data base</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>outputFile</strong> (<em>str</em>) – Write temporal data base into outputFile</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTransactional">
+<span class="sig-name descname"><span class="pre">createTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DB_dump.html#DenseFormatDF.createTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTransactional" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create transactional data base</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>outputFile</strong> (<em>str</em>) – Write transactional data base into outputFile</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createUtility">
+<span class="sig-name descname"><span class="pre">createUtility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DB_dump.html#DenseFormatDF.createUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createUtility" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Create the utility database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>outputFile</strong> (<em>str</em>) – Write utility database into outputFile</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/denseDF2DB_dump.html#DenseFormatDF.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.getFileName" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>outputFile name</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB.sparseDF2DBPlus">
+<span id="pami-extras-df2db-sparsedf2dbplus-module"></span><h2>PAMI.extras.DF2DB.sparseDF2DBPlus module<a class="headerlink" href="#module-PAMI.extras.DF2DB.sparseDF2DBPlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.DF2DB.sparseDF2DBPlus.</span></span><span class="sig-name descname"><span class="pre">SparseFormatDFPlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputDF</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholdConditionDF</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html#SparseFormatDFPlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This class create Data Base from DataFrame.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputDF<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dataframe :
+It is dense DataFrame</p>
+</dd>
+<dt class="field-even">param thresholdConditionDF<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+It is condition to judge the value in dataframe</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id6">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB</span> <span class="kn">import</span> <span class="n">SparseFormatDFPlus</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">SparseFormatDFPlus</span><span class="p">(</span><span class="n">iDdf</span><span class="p">,</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTransactional</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create transactional database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createTemporal</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create temporal database</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createUtility</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create utility database</span>
+
+ <span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To get file name of the database</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTemporal">
+<span class="sig-name descname"><span class="pre">createTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html#SparseFormatDFPlus.createTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTemporal" title="Link to this definition"></a></dt>
+<dd><p>Create temporal data base
+:param outputFile: Write temporal data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTransactional">
+<span class="sig-name descname"><span class="pre">createTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html#SparseFormatDFPlus.createTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTransactional" title="Link to this definition"></a></dt>
+<dd><p>Create transactional data base
+:param outputFile: Write transactional data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createUtility">
+<span class="sig-name descname"><span class="pre">createUtility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html#SparseFormatDFPlus.createUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createUtility" title="Link to this definition"></a></dt>
+<dd><p>Create the utility data base.
+:param outputFile: Write utility data base into outputFile
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html#SparseFormatDFPlus.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.DF2DB">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.DF2DB" title="Link to this heading"></a></h2>
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+             
+  <section id="pami-extras-calculatemisvalues-package">
+<h1>PAMI.extras.calculateMISValues package<a class="headerlink" href="#pami-extras-calculatemisvalues-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.calculateMISValues.usingBeta">
+<span id="pami-extras-calculatemisvalues-usingbeta-module"></span><h2>PAMI.extras.calculateMISValues.usingBeta module<a class="headerlink" href="#module-PAMI.extras.calculateMISValues.usingBeta" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingBeta.usingBeta">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.calculateMISValues.usingBeta.</span></span><span class="sig-name descname"><span class="pre">usingBeta</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">beta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingBeta.html#usingBeta"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingBeta.usingBeta" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to get the patterns as DataFrame</p></li>
+<li><p><strong>beta</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>threshold</strong> – int :
+The user can specify threshold either in count or proportion of database size. If the program detects the data type of threshold is integer, then it treats threshold is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
+</pre></div>
+</div>
+<p>from PAMI.extras.calculateMISValues import usingBeta as db</p>
+<p>obj = db.usingBeta(iFile, 3, 16, ”  “)</p>
+<p>obj.save(oFile)</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingBeta.usingBeta.calculateMIS">
+<span class="sig-name descname"><span class="pre">calculateMIS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingBeta.html#usingBeta.calculateMIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingBeta.usingBeta.calculateMIS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingBeta.usingBeta.getMISDataFrame">
+<span class="sig-name descname"><span class="pre">getMISDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingBeta.html#usingBeta.getMISDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingBeta.usingBeta.getMISDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing items and its respective minimum support in a dataframe
+:return: returning items and its respective minimum support in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingBeta.usingBeta.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingBeta.html#usingBeta.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingBeta.usingBeta.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of items and its respective minimum support values will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csv file
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.calculateMISValues.usingSD">
+<span id="pami-extras-calculatemisvalues-usingsd-module"></span><h2>PAMI.extras.calculateMISValues.usingSD module<a class="headerlink" href="#module-PAMI.extras.calculateMISValues.usingSD" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingSD.usingSD">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.calculateMISValues.usingSD.</span></span><span class="sig-name descname"><span class="pre">usingSD</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingSD.html#usingSD"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingSD.usingSD" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>sd</strong> – int :
+SD of items to mine complete set of frequent patterns.</p></li>
+<li><p><strong>threshold</strong> – int :
+The user can specify threshold either in count or proportion of database size. If the program detects the data type of threshold is integer, then it treats threshold is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.calculateMISValues</span> <span class="kn">import</span> <span class="n">usingSD</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">usingSD</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="s2">&quot;       &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create patterns in dataframe</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingSD.usingSD.calculateMIS">
+<span class="sig-name descname"><span class="pre">calculateMIS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingSD.html#usingSD.calculateMIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingSD.usingSD.calculateMIS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingSD.usingSD.getDataFrame">
+<span class="sig-name descname"><span class="pre">getDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingSD.html#usingSD.getDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingSD.usingSD.getDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing Items and its respective calculated minimum support values in a dataframe
+:return: returning Items and its respective calculated minimum support values in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.calculateMISValues.usingSD.usingSD.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/calculateMISValues/usingSD.html#usingSD.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.calculateMISValues.usingSD.usingSD.save" title="Link to this definition"></a></dt>
+<dd><p>Complete Items and its respective calculated minimum support values will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csv file
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.calculateMISValues">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.calculateMISValues" title="Link to this heading"></a></h2>
+</section>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
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+             
+  <section id="pami-extras-dbstats-package">
+<h1>PAMI.extras.dbStats package<a class="headerlink" href="#pami-extras-dbstats-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.dbStats.FuzzyDatabase">
+<span id="pami-extras-dbstats-fuzzydatabase-module"></span><h2>PAMI.extras.dbStats.FuzzyDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.FuzzyDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.FuzzyDatabase.</span></span><span class="sig-name descname"><span class="pre">FuzzyDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FuzzyDatabase is class to get stats of fuzzyDatabase.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>inputFile<span class="classifier">file</span></dt><dd><p>input file path</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumUtility()</dt><dd><p>get the minimum utility</p>
+</dd>
+<dt>getAverageUtility()</dt><dd><p>get the average utility</p>
+</dd>
+<dt>getMaximumUtility()</dt><dd><p>get the maximum utility</p>
+</dd>
+<dt>getSortedUtilityValuesOfItem()</dt><dd><p>get sorted utility values each item</p>
+</dd>
+</dl>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">FuzzyDatabaseStats</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">FuzzyDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.creatingItemSets">
+<span class="sig-name descname"><span class="pre">creatingItemSets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.creatingItemSets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.creatingItemSets" title="Link to this definition"></a></dt>
+<dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageUtility">
+<span class="sig-name descname"><span class="pre">getAverageUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getAverageUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageUtility" title="Link to this definition"></a></dt>
+<dd><p>get the average utility
+:return: average utility
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumUtility">
+<span class="sig-name descname"><span class="pre">getMaximumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getMaximumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the maximum utility
+:return: max utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumUtility">
+<span class="sig-name descname"><span class="pre">getMinimumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getMinimumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the minimum utility
+:return: min utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedUtilityValuesOfItem">
+<span class="sig-name descname"><span class="pre">getSortedUtilityValuesOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getSortedUtilityValuesOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedUtilityValuesOfItem" title="Link to this definition"></a></dt>
+<dd><p>get sorted utility value each item. key is item and value is utility of item
+:return: sorted dictionary utility value of item
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database
+:return: dataset sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalUtility">
+<span class="sig-name descname"><span class="pre">getTotalUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getTotalUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalUtility" title="Link to this definition"></a></dt>
+<dd><p>get sum of utility
+:return: total utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/FuzzyDatabase.html#FuzzyDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats">
+<span id="pami-extras-dbstats-multipletimeseriesfuzzydatabasestats-module"></span><h2>PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats module<a class="headerlink" href="#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.</span></span><span class="sig-name descname"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>MultipleTimeSeriesDatabaseStats is class to get stats of multiple time series fuzzy database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getTotalNumberOfItems()</dt><dd><p>get the total number of items in a database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>convertDataIntoMatrix()</dt><dd><p>Convert the database into matrix form to calculate the sparsity and density of a database</p>
+</dd>
+<dt>getSparsity()</dt><dd><p>get sparsity value of database</p>
+</dd>
+<dt>getDensity()</dt><dd><p>get density value of database</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>printStats()</dt><dd><p>To print all the stats of the database</p>
+</dd>
+<dt>plotGraphs()</dt><dd><p>To plot all the graphs of frequency disctribution of items and transaction length distribution in database</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">MultipleTimeSeriesFuzzyDatabaseStats</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">MultipleTimeSeriesFuzzyDatabaseStats</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;      &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html#MultipleTimeSeriesFuzzyDatabaseStats.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.SequentialDatabase">
+<span id="pami-extras-dbstats-sequentialdatabase-module"></span><h2>PAMI.extras.dbStats.SequentialDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.SequentialDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.SequentialDatabase.</span></span><span class="sig-name descname"><span class="pre">SequentialDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>readDatabase():</dt><dd><p>read sequential database from input file and store into database and size of each sequence and subsequences.</p>
+</dd>
+<dt>getDatabaseSize(self):</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getTotalNumberOfItems(self):</dt><dd><p>get the number of items in database.</p>
+</dd>
+<dt>getMinimumSequenceLength(self):</dt><dd><p>get the minimum sequence length</p>
+</dd>
+<dt>getAverageSubsequencePerSequenceLength(self):</dt><dd><p>get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</p>
+</dd>
+<dt>getAverageItemPerSubsequenceLength(self):</dt><dd><p>get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</p>
+</dd>
+<dt>getMaximumSequenceLength(self):</dt><dd><p>get the maximum sequence length</p>
+</dd>
+<dt>getStandardDeviationSubsequenceLength(self):</dt><dd><p>get the standard deviation subsequence length</p>
+</dd>
+<dt>getVarianceSequenceLength(self):</dt><dd><p>get the variance Sequence length</p>
+</dd>
+<dt>getSequenceSize(self):</dt><dd><p>get the size of sequence</p>
+</dd>
+<dt>getMinimumSubsequenceLength(self):</dt><dd><p>get the minimum subsequence length</p>
+</dd>
+<dt>getAverageItemPerSequenceLength(self):</dt><dd><p>get the average item length per sequence. It is sum of all item length divided by sequence length.</p>
+</dd>
+<dt>getMaximumSubsequenceLength(self):</dt><dd><p>get the maximum subsequence length</p>
+</dd>
+<dt>getStandardDeviationSubsequenceLength(self):</dt><dd><p>get the standard deviation subsequence length</p>
+</dd>
+<dt>getVarianceSubsequenceLength(self):</dt><dd><p>get the variance subSequence length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies(self):</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getFrequenciesInRange(self):</dt><dd><p>get sorted list of item frequencies in some range</p>
+</dd>
+<dt>getSequencialLengthDistribution(self):</dt><dd><p>get Sequence length Distribution</p>
+</dd>
+<dt>getSubsequencialLengthDistribution(self):</dt><dd><p>get subSequence length distribution</p>
+</dd>
+<dt>printStats(self):</dt><dd><p>to print the all status of sequence database</p>
+</dd>
+<dt>plotGraphs(self):</dt><dd><p>to plot the  distribution about items, subsequences in sequence and items in subsequence</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">SequentialDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">SequentialDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;        &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SequentialDatabase.py<span class="w"> </span>&lt;inputFile&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SequentialDatabase.py<span class="w"> </span>sampleDB.txt
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SequentialDatabase.py<span class="w"> </span>sampleDB.txt
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>import PAMI.extra.DBstats.SequentialDatabase as alg
+_ap=alg.SequentialDatabase(inputfile,sep)
+_ap.readDatabase()
+_ap.printStats()
+_ap.plotGraphs()</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageItemPerSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getAverageItemPerSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average item length per sequence. It is sum of all item length divided by sequence length.
+:return: average item length per sequence
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageItemPerSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getAverageItemPerSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average Item length per subsequence. It is sum of all item length divided by subsequence length.
+:return: average Item length per subsequence
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageSubsequencePerSequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageSubsequencePerSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getAverageSubsequencePerSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageSubsequencePerSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.
+:return: average subsequence length per sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies in some range
+:return: item separated by its frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSequenceLength">
+<span class="sig-name descname"><span class="pre">getMaximumSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getMaximumSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum sequence length
+:return: maximum sequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getMaximumSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getMaximumSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum subsequence length
+:return: maximum subsequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSequenceLength">
+<span class="sig-name descname"><span class="pre">getMinimumSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getMinimumSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum sequence length
+:return: minimum sequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getMinimumSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getMinimumSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum subsequence length
+:return: minimum subsequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequenceSize">
+<span class="sig-name descname"><span class="pre">getSequenceSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getSequenceSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequenceSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of sequence
+:return: sequences size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequencialLengthDistribution">
+<span class="sig-name descname"><span class="pre">getSequencialLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getSequencialLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequencialLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get Sequence length Distribution
+:return: Sequence length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSequenceLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getStandardDeviationSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation sequence length
+:return: standard deviation sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getStandardDeviationSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation subsequence length
+:return: standard deviation subsequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSubsequencialLengthDistribution">
+<span class="sig-name descname"><span class="pre">getSubsequencialLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getSubsequencialLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSubsequencialLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get subSequence length distribution
+:return: subSequence length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSequenceLength">
+<span class="sig-name descname"><span class="pre">getVarianceSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getVarianceSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance Sequence length
+:return: variance Sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getVarianceSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.getVarianceSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance subSequence length
+:return: variance subSequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd><p>To plot the  distribution about items, subsequences in sequence and items in subsequence</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.printStats" title="Link to this definition"></a></dt>
+<dd><p>To print the all status of sequence database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read sequential database from input file and store into database and size of each sequence and subsequences.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/SequentialDatabase.html#SequentialDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.TemporalDatabase">
+<span id="pami-extras-dbstats-temporaldatabase-module"></span><h2>PAMI.extras.dbStats.TemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.TemporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.TemporalDatabase.</span></span><span class="sig-name descname"><span class="pre">TemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TemporalDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>:param inputFile<span class="classifier">file</span></dt><dd><p>input file path</p>
+</dd>
+<dt>:param sep<span class="classifier">str</span></dt><dd><p>separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumPeriod()</dt><dd><p>get the minimum period</p>
+</dd>
+<dt>getAveragePeriod()</dt><dd><p>get the average period</p>
+</dd>
+<dt>getMaximumPeriod()</dt><dd><p>get the maximum period</p>
+</dd>
+<dt>getStandardDeviationPeriod()</dt><dd><p>get the standard deviation period</p>
+</dd>
+<dt>getNumberOfTransactionsPerTimestamp()</dt><dd><p>get number of transactions per time stamp. This time stamp range is 1 to max period.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">TemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">TemporalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;  &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getAverageInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getAverageInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the average inter arrival period. It is sum of all period divided by number of period.
+:return: average inter arrival period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAveragePeriodOfItem">
+<span class="sig-name descname"><span class="pre">getAveragePeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getAveragePeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAveragePeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the average period of the item
+:return: average period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getMaximumInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMaximumInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the maximum inter arrival period
+:return: maximum inter arrival period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumPeriodOfItem">
+<span class="sig-name descname"><span class="pre">getMaximumPeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMaximumPeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumPeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the maximum period of the item
+:return: maximum period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getMinimumInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMinimumInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the minimum inter arrival period
+:return: minimum inter arrival period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumPeriodOfItem">
+<span class="sig-name descname"><span class="pre">getMinimumPeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMinimumPeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumPeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the minimum period of the item
+:return: minimum period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getNumberOfTransactionsPerTimestamp">
+<span class="sig-name descname"><span class="pre">getNumberOfTransactionsPerTimestamp</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getNumberOfTransactionsPerTimestamp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getNumberOfTransactionsPerTimestamp" title="Link to this definition"></a></dt>
+<dd><p>get number of transactions per time stamp
+:return: number of transactions per time stamp as dict
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getPeriodsInRange">
+<span class="sig-name descname"><span class="pre">getPeriodsInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getPeriodsInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getPeriodsInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationPeriod">
+<span class="sig-name descname"><span class="pre">getStandardDeviationPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getStandardDeviationPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation period
+:return: standard deviation period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.
+And store the period between transactions as list</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TemporalDatabase.html#TemporalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.TransactionalDatabase">
+<span id="pami-extras-dbstats-transactionaldatabase-module"></span><h2>PAMI.extras.dbStats.TransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.TransactionalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.TransactionalDatabase.</span></span><span class="sig-name descname"><span class="pre">TransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TransactionalDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumPeriod()</dt><dd><p>get the minimum period</p>
+</dd>
+<dt>getAveragePeriod()</dt><dd><p>get the average period</p>
+</dd>
+<dt>getMaximumPeriod()</dt><dd><p>get the maximum period</p>
+</dd>
+<dt>getStandardDeviationPeriod()</dt><dd><p>get the standard deviation period</p>
+</dd>
+<dt>getNumberOfTransactionsPerTimestamp()</dt><dd><p>get number of transactions per time stamp. This time stamp range is 1 to max period.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">TransactionalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>Get transaction length
+:return: a dictionary with transaction length as keys and their total length as values
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/TransactionalDatabase.html#TransactionalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.UncertainTemporalDatabase">
+<span id="pami-extras-dbstats-uncertaintemporaldatabase-module"></span><h2>PAMI.extras.dbStats.UncertainTemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.UncertainTemporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.UncertainTemporalDatabase.</span></span><span class="sig-name descname"><span class="pre">UncertainTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>UncertainTemporalDatabaseStats is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>:param inputFile<span class="classifier">file</span></dt><dd><p>input file path</p>
+</dd>
+<dt>:param sep<span class="classifier">str</span></dt><dd><p>separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumPeriod()</dt><dd><p>get the minimum period</p>
+</dd>
+<dt>getAveragePeriod()</dt><dd><p>get the average period</p>
+</dd>
+<dt>getMaximumPeriod()</dt><dd><p>get the maximum period</p>
+</dd>
+<dt>getStandardDeviationPeriod()</dt><dd><p>get the standard deviation period</p>
+</dd>
+<dt>getNumberOfTransactionsPerTimestamp()</dt><dd><p>get number of transactions per time stamp. This time stamp range is 1 to max period.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">UncertainTemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">UncertainTemporalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAveragePeriod">
+<span class="sig-name descname"><span class="pre">getAveragePeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getAveragePeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAveragePeriod" title="Link to this definition"></a></dt>
+<dd><p>get the average period. It is sum of all period divided by number of period.
+:return: average period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumPeriod">
+<span class="sig-name descname"><span class="pre">getMaximumPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getMaximumPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the maximum period
+:return: maximum period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumPeriod">
+<span class="sig-name descname"><span class="pre">getMinimumPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getMinimumPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the minimum period
+:return: minimum period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp">
+<span class="sig-name descname"><span class="pre">getNumberOfTransactionsPerTimestamp</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp" title="Link to this definition"></a></dt>
+<dd><p>get number of transactions per time stamp
+:return: number of transactions per time stamp as dict
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationPeriod">
+<span class="sig-name descname"><span class="pre">getStandardDeviationPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getStandardDeviationPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation period
+:return: standard deviation period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.
+And store the period between transactions as list</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTemporalDatabase.html#UncertainTemporalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.UncertainTransactionalDatabase">
+<span id="pami-extras-dbstats-uncertaintransactionaldatabase-module"></span><h2>PAMI.extras.dbStats.UncertainTransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.UncertainTransactionalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.UncertainTransactionalDatabase.</span></span><span class="sig-name descname"><span class="pre">UncertainTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>UncertainTransactionalDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>inputFile<span class="classifier">file</span></dt><dd><p>input file path</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getVarianceTransactionLength()</dt><dd><p>get the variance of transaction length</p>
+</dd>
+<dt>getSparsity()</dt><dd><p>get the sparsity of database</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id5">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">UncertainTransactionalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">UncertainTransactionalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;    &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UncertainTransactionalDatabase.html#UncertainTransactionalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats.UtilityDatabase">
+<span id="pami-extras-dbstats-utilitydatabase-module"></span><h2>PAMI.extras.dbStats.UtilityDatabase module<a class="headerlink" href="#module-PAMI.extras.dbStats.UtilityDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.dbStats.UtilityDatabase.</span></span><span class="sig-name descname"><span class="pre">UtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>UtilityDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id6">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">UtilityDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">UtilityDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.creatingItemSets">
+<span class="sig-name descname"><span class="pre">creatingItemSets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.creatingItemSets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.creatingItemSets" title="Link to this definition"></a></dt>
+<dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageUtility">
+<span class="sig-name descname"><span class="pre">getAverageUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getAverageUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageUtility" title="Link to this definition"></a></dt>
+<dd><p>get the average utility
+:return: average utility
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: size of database
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd><p>This function is used to get the Frequencies in range
+:return: Frequencies In Range
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumUtility">
+<span class="sig-name descname"><span class="pre">getMaximumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getMaximumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the maximum utility
+:return: integer value of maximum utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumUtility">
+<span class="sig-name descname"><span class="pre">getMinimumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getMinimumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the minimum utility
+:return: integer value of minimum utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedUtilityValuesOfItem">
+<span class="sig-name descname"><span class="pre">getSortedUtilityValuesOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getSortedUtilityValuesOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedUtilityValuesOfItem" title="Link to this definition"></a></dt>
+<dd><p>get sorted utility value each item. key is item and value is utility of item
+:return: sorted dictionary utility value of item
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database
+:return: sparsity of database in floating values
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalUtility">
+<span class="sig-name descname"><span class="pre">getTotalUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getTotalUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalUtility" title="Link to this definition"></a></dt>
+<dd><p>get sum of utility
+:return: total utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: a dictionary of Transaction Length Distribution
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.printStats" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/dbStats/UtilityDatabase.html#UtilityDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.dbStats">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.dbStats" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+        <a href="PAMI.extras.calculateMISValues.html" class="btn btn-neutral float-left" title="PAMI.extras.calculateMISValues package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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new file mode 100644
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+  <title>PAMI.extras.fuzzyTransformation package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
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+
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+            <a href="_sources/PAMI.extras.fuzzyTransformation.rst.txt" rel="nofollow"> View page source</a>
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+           <div itemprop="articleBody">
+             
+  <section id="pami-extras-fuzzytransformation-package">
+<h1>PAMI.extras.fuzzyTransformation package<a class="headerlink" href="#pami-extras-fuzzytransformation-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.fuzzyTransformation.abstract">
+<span id="pami-extras-fuzzytransformation-abstract-module"></span><h2>PAMI.extras.fuzzyTransformation.abstract module<a class="headerlink" href="#module-PAMI.extras.fuzzyTransformation.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.fuzzyTransformation.temporalToFuzzy">
+<span id="pami-extras-fuzzytransformation-temporaltofuzzy-module"></span><h2>PAMI.extras.fuzzyTransformation.temporalToFuzzy module<a class="headerlink" href="#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.fuzzyTransformation.temporalToFuzzy.</span></span><span class="sig-name descname"><span class="pre">temporalToFuzzy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/fuzzyTransformation/temporalToFuzzy.html#temporalToFuzzy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_convert</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>temporalToFuzzy is used to convert the temporal database into Fuzzy temporal database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>fuzFile</strong> – str :
+Name of the Fuzzy File to process set of data.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.FuzzyTransformation</span> <span class="kn">import</span> <span class="n">temporalToFuzzy</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">temporalToFuzzy</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">FuzFile</span><span class="p">,</span> <span class="n">oFile</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startConvert</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy.startConvert">
+<span class="sig-name descname"><span class="pre">startConvert</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/fuzzyTransformation/temporalToFuzzy.html#temporalToFuzzy.startConvert"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy.startConvert" title="Link to this definition"></a></dt>
+<dd><p>Main method to convert the temporal database into fuzzy database.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy">
+<span id="pami-extras-fuzzytransformation-transactionaltofuzzy-module"></span><h2>PAMI.extras.fuzzyTransformation.transactionalToFuzzy module<a class="headerlink" href="#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.fuzzyTransformation.transactionalToFuzzy.</span></span><span class="sig-name descname"><span class="pre">transactionalToFuzzy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/fuzzyTransformation/transactionalToFuzzy.html#transactionalToFuzzy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_convert</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>transactionalToFuzzy is used to convert the transactional database into Fuzzy transactional database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>fuzFile</strong> – str :
+Name of the FuzFile to process set of data.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<dl class="simple">
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.FuzzyTransformation</span> <span class="kn">import</span> <span class="n">transactionalToFuzzy</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">transactionalToFuzzy</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">FuzFile</span><span class="p">,</span> <span class="n">oFile</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startConvert</span><span class="p">()</span>
+</pre></div>
+</div>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy.startConvert">
+<span class="sig-name descname"><span class="pre">startConvert</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/fuzzyTransformation/transactionalToFuzzy.html#transactionalToFuzzy.startConvert"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy.startConvert" title="Link to this definition"></a></dt>
+<dd><p>Main method to convert the temporal database into fuzzy database.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="pami-extras-fuzzytransformation-utilitytofuzzy-module">
+<h2>PAMI.extras.fuzzyTransformation.utilityToFuzzy module<a class="headerlink" href="#pami-extras-fuzzytransformation-utilitytofuzzy-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.fuzzyTransformation">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.fuzzyTransformation" title="Link to this heading"></a></h2>
+</section>
+</section>
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+  <section id="pami-extras-generatedatabase-package">
+<h1>PAMI.extras.generateDatabase package<a class="headerlink" href="#pami-extras-generatedatabase-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase">
+<span id="pami-extras-generatedatabase-generatespatiotemporaldatabase-module"></span><h2>PAMI.extras.generateDatabase.generateSpatioTemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.</span></span><span class="sig-name descname"><span class="pre">spatioTemporalDatabaseGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xmin</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xmax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ymin</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ymax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxTimeStamp</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numberOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemChanceLow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemChanceHigh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeStampChanceLow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeStampChanceHigh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateSpatioTemporalDatabase.html#spatioTemporalDatabaseGenerator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>generateSpatioTemporalDatabase is a code used to convert the database into SpatioTemporal database.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>xmin</strong> – int :
+To give minimum value for x</p></li>
+<li><p><strong>xmax</strong> – int :
+To give maximum value for x</p></li>
+<li><p><strong>ymin</strong> – int :
+To give minimum value for y</p></li>
+<li><p><strong>ymax</strong> – int :
+To give maximum value for y</p></li>
+<li><p><strong>maxTimeStamp</strong> – int :
+maximum Time Stamp for the database</p></li>
+<li><p><strong>numberOfItems</strong> – int :
+number of items in the database</p></li>
+<li><p><strong>itemChanceLow</strong> – int or float :
+least chance for item in the database</p></li>
+<li><p><strong>itemChanceHigh</strong> – int or float :
+highest chance for item in the database</p></li>
+<li><p><strong>timeStampChanceLow</strong> – int or float :
+lowest time stamp value</p></li>
+<li><p><strong>timeStampChanceHigh</strong> – int or float:
+highest time stamp value</p></li>
+</ul>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.generateDatabase</span> <span class="kn">import</span> <span class="n">generateSpatioTemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">generateSpatioTemporalDatabase</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">createPoint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">100</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span> <span class="c1"># values can be according to the size of data</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">saveAsFile</span><span class="p">(</span><span class="s2">&quot;outputFileName&quot;</span><span class="p">)</span> <span class="c1"># To create a file</span>
+</pre></div>
+</div>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.alreadyAdded">
+<span class="sig-name descname"><span class="pre">alreadyAdded</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.alreadyAdded" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.coinFlip">
+<span class="sig-name descname"><span class="pre">coinFlip</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[True,</span> <span class="pre">False]</span></em><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.coinFlip" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.createPoint">
+<span class="sig-name descname"><span class="pre">createPoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xmin</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xmax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ymin</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ymax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateSpatioTemporalDatabase.html#spatioTemporalDatabaseGenerator.createPoint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.createPoint" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.items">
+<span class="sig-name descname"><span class="pre">items</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.items" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.outFileName">
+<span class="sig-name descname"><span class="pre">outFileName</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.outFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.saveAsFile">
+<span class="sig-name descname"><span class="pre">saveAsFile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFileName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateSpatioTemporalDatabase.html#spatioTemporalDatabaseGenerator.saveAsFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.saveAsFile" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.timestamp">
+<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.timestamp" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.generateDatabase.generateTemporalDatabase">
+<span id="pami-extras-generatedatabase-generatetemporaldatabase-module"></span><h2>PAMI.extras.generateDatabase.generateTemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.generateDatabase.generateTemporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.generateDatabase.generateTemporalDatabase.</span></span><span class="sig-name descname"><span class="pre">generateTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numOfTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgLenOfTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">percentage</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">typeOfFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Database'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>generateTemporalDatabase creates a temporal database and outputs a database or a frame depending on input</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param numOfTransactions<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+number of transactions</p>
+</dd>
+<dt class="field-even">param avgLenOfTransactions<span class="colon">:</span></dt>
+<dd class="field-even"><p>int
+average length of transactions</p>
+</dd>
+<dt class="field-odd">param numItems<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+number of items</p>
+</dd>
+<dt class="field-even">param outputFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+output file name</p>
+</dd>
+<dt class="field-odd">param percentage<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+percentage of coinToss for TID of temporalDatabase</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+seperator for database output file</p>
+</dd>
+<dt class="field-odd">param typeOfFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str
+specify database or dataframe to get corresponding output</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>getFileName():</dt><dd><p>returns filename</p>
+</dd>
+<dt>createTemporalFile():</dt><dd><p>creates temporal database file or dataframe</p>
+</dd>
+<dt>getDatabaseAsDataFrame:</dt><dd><p>returns dataframe</p>
+</dd>
+<dt>performCoinFlip():</dt><dd><p>Perform a coin flip with the given probability</p>
+</dd>
+<dt>tuning():</dt><dd><p>Tune the arrayLength to match avgLenOfTransactions</p>
+</dd>
+<dt>createTemporalFile():</dt><dd><p>create Temporal database or dataframe depending on input</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.generateDatabase</span> <span class="kn">import</span> <span class="n">generateTemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">numOfTransactions</span> <span class="o">=</span> <span class="mi">100</span>
+<span class="n">numItems</span> <span class="o">=</span> <span class="mi">15</span>
+<span class="n">avgTransactionLength</span> <span class="o">=</span> <span class="mi">6</span>
+<span class="n">outFileName</span> <span class="o">=</span> <span class="s1">&#39;temporal_ot.txt&#39;</span>
+<span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;     &#39;</span>
+<span class="n">percent</span> <span class="o">=</span> <span class="mi">75</span>
+<span class="n">frameOrBase</span> <span class="o">=</span> <span class="s2">&quot;dataframe&quot;</span> <span class="c1"># if you want to get dataframe as output</span>
+<span class="n">frameOrBase</span> <span class="o">=</span> <span class="s2">&quot;database&quot;</span> <span class="c1"># if you want to get database/csv/file as output</span>
+
+<span class="n">temporalDB</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">generateTemporalDatabase</span><span class="p">(</span><span class="n">numOfTransactions</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">,</span> <span class="n">numItems</span><span class="p">,</span> <span class="n">outFileName</span><span class="p">,</span> <span class="n">percent</span><span class="p">,</span> <span class="n">sep</span><span class="p">,</span> <span class="n">frameOrBase</span> <span class="p">)</span>
+<span class="n">temporalDB</span><span class="o">.</span><span class="n">createTemporalFile</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">temporalDB</span><span class="o">.</span><span class="n">getDatabaseAsDataFrame</span><span class="p">())</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.createTemporalFile">
+<span class="sig-name descname"><span class="pre">createTemporalFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase.createTemporalFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.createTemporalFile" title="Link to this definition"></a></dt>
+<dd><p>create Temporal database or dataframe depending on input
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getDatabaseAsDataFrame">
+<span class="sig-name descname"><span class="pre">getDatabaseAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase.getDatabaseAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getDatabaseAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>return dataframe
+:return: dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getFileName" title="Link to this definition"></a></dt>
+<dd><p>return filename
+:return: filename
+:rtype: str</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.performCoinFlip">
+<span class="sig-name descname"><span class="pre">performCoinFlip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase.performCoinFlip"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.performCoinFlip" title="Link to this definition"></a></dt>
+<dd><p>Perform a coin flip with the given probability.
+:param probability: probability to perform coin flip
+:type probability: float
+:return: True if coin flip is performed, False otherwise
+:rtype: bool</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.tuning">
+<span class="sig-name descname"><span class="pre">tuning</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sumRes</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html#generateTemporalDatabase.tuning"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.tuning" title="Link to this definition"></a></dt>
+<dd><p>Tune the array so that the sum of the values is equal to sumRes</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>array</strong> (<em>list</em>) – list of values</p></li>
+<li><p><strong>sumRes</strong> (<em>int</em>) – target sum</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>list of values with the sum equal to sumRes after tuning</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.generateDatabase.generateTransactionalDatabase">
+<span id="pami-extras-generatedatabase-generatetransactionaldatabase-module"></span><h2>PAMI.extras.generateDatabase.generateTransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.generateDatabase.generateTransactionalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.generateDatabase.generateTransactionalDatabase.</span></span><span class="sig-name descname"><span class="pre">generateTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numLines</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgItemsPerLine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numItems</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>:Description Generate a transactional database with the given number of lines, average number of items per line, and total number of items</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<dl class="simple">
+<dt>numLines: int</dt><dd><ul class="simple">
+<li><p>number of lines</p></li>
+</ul>
+</dd>
+<dt>avgItemsPerLine: int</dt><dd><ul class="simple">
+<li><p>average number of items per line</p></li>
+</ul>
+</dd>
+<dt>numItems: int</dt><dd><ul class="simple">
+<li><p>total number of items</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>create:</dt><dd><p>Generate the transactional database</p>
+</dd>
+<dt>save:</dt><dd><p>Save the transactional database to a file</p>
+</dd>
+<dt>getTransactions:</dt><dd><p>Get the transactional database</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.create">
+<span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase.create"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.create" title="Link to this definition"></a></dt>
+<dd><p>Generate the transactional database
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.generateArray">
+<span class="sig-name descname"><span class="pre">generateArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nums</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avg</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxItems</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase.generateArray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.generateArray" title="Link to this definition"></a></dt>
+<dd><p>Generate a random array of length n whose values average to m</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>nums</strong> (<em>list</em>) – number of values</p></li>
+<li><p><strong>avg</strong> (<em>float</em>) – average value</p></li>
+<li><p><strong>maxItems</strong> (<em>int</em>) – maximum value</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>random array</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.getTransactions">
+<span class="sig-name descname"><span class="pre">getTransactions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase.getTransactions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.getTransactions" title="Link to this definition"></a></dt>
+<dd><p>Get the transactional database</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>the transactional database</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>Save the transactional database to a file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>filename</strong> (<em>str</em>) – name of the file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.tuning">
+<span class="sig-name descname"><span class="pre">tuning</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sumRes</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateDatabase/generateTransactionalDatabase.html#generateTransactionalDatabase.tuning"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.tuning" title="Link to this definition"></a></dt>
+<dd><p>Tune the array so that the sum of the values is equal to sumRes</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>array</strong> (<em>list</em>) – list of values</p></li>
+<li><p><strong>sumRes</strong> (<em>int</em>) – the sum of the values in the array to be tuned</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>list of values with the tuned values and the sum of the values in the array to be tuned and sumRes is equal to sumRes</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.generateDatabase">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.generateDatabase" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-extras-graph-package">
+<h1>PAMI.extras.graph package<a class="headerlink" href="#pami-extras-graph-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.graph.DF2Fig">
+<span id="pami-extras-graph-df2fig-module"></span><h2>PAMI.extras.graph.DF2Fig module<a class="headerlink" href="#module-PAMI.extras.graph.DF2Fig" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.graph.DF2Fig.DF2Fig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.graph.DF2Fig.</span></span><span class="sig-name descname"><span class="pre">DF2Fig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataFrame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/graph/DF2Fig.html#DF2Fig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.DF2Fig.DF2Fig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>DataFrameInToFigures is used to convert the given dataframe into figures.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>dataFrame</strong> – Name of the input dataframe</p></li>
+<li><p><strong>algorithm</strong> – Specify the column name containing the algorithms</p></li>
+<li><p><strong>xcolumn</strong> – Specify the name of the X-axis</p></li>
+<li><p><strong>ycolumn</strong> – Specify the name of the Y-axis</p></li>
+</ul>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.graph</span> <span class="kn">import</span> <span class="n">dataframeInToFigures</span> <span class="k">as</span> <span class="n">fig</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dataframeInToFigures</span><span class="p">(</span><span class="n">idf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="s2">&quot;minSup&quot;</span><span class="p">,</span> <span class="s2">&quot;patterns&quot;</span><span class="p">,</span> <span class="s2">&quot;algorithms&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="s2">&quot;minSup&quot;</span><span class="p">,</span> <span class="s2">&quot;memory&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="s2">&quot;minSup&quot;</span><span class="p">,</span> <span class="s2">&quot;runtime&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.graph.DF2Fig.DF2Fig.plot">
+<span class="sig-name descname"><span class="pre">plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xColumn</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yColumn</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/graph/DF2Fig.html#DF2Fig.plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.DF2Fig.DF2Fig.plot" title="Link to this definition"></a></dt>
+<dd><p>To plot graphs from given dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>xColumn</strong> (<em>str</em>) – Name of the X-axis of the dataframe</p></li>
+<li><p><strong>yColumn</strong> (<em>str</em>) – Name of the Y-axis of the dataframe</p></li>
+<li><p><strong>algorithm</strong> (<em>str</em>) – Specify the column name containing the algorithms</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="pami-extras-graph-df2tex-module">
+<h2>PAMI.extras.graph.DF2Tex module<a class="headerlink" href="#pami-extras-graph-df2tex-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.graph.plotLineGraphFromDictionary">
+<span id="pami-extras-graph-plotlinegraphfromdictionary-module"></span><h2>PAMI.extras.graph.plotLineGraphFromDictionary module<a class="headerlink" href="#module-PAMI.extras.graph.plotLineGraphFromDictionary" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.graph.plotLineGraphFromDictionary.plotLineGraphFromDictionary">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.graph.plotLineGraphFromDictionary.</span></span><span class="sig-name descname"><span class="pre">plotLineGraphFromDictionary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xlabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/graph/plotLineGraphFromDictionary.html#plotLineGraphFromDictionary"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.plotLineGraphFromDictionary.plotLineGraphFromDictionary" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class plot graph of input data</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<p>:param data : dict: store input data as dict</p>
+<dl class="field-list simple">
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>plotLineGraph()</dt><dd><p>draw line graph of input data. input data’s key is x and value is y.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.graph</span> <span class="kn">import</span> <span class="n">plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">idict</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.graph.plotLineGraphsFromDataFrame">
+<span id="pami-extras-graph-plotlinegraphsfromdataframe-module"></span><h2>PAMI.extras.graph.plotLineGraphsFromDataFrame module<a class="headerlink" href="#module-PAMI.extras.graph.plotLineGraphsFromDataFrame" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.graph.plotLineGraphsFromDataFrame.</span></span><span class="sig-name descname"><span class="pre">plotGraphsFromDataFrame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataFrame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/graph/plotLineGraphsFromDataFrame.html#plotGraphsFromDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>plotLineGraphFromDataFrame is used to convert the given dataframe into plotLineGraph.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>:param dataFrame<span class="classifier">DataFrame</span></dt><dd><p>store input data as DataFrame</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>plotLineGraphFromDatFrame()</dt><dd><p>draw line graph of input data. input data’s key is x and value is y.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.graph</span> <span class="kn">import</span> <span class="n">plotLineGraphsFromDataframe</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphsFromDataFrame</span><span class="p">(</span><span class="n">idf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame.plotGraphsFromDataFrame">
+<span class="sig-name descname"><span class="pre">plotGraphsFromDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/graph/plotLineGraphsFromDataFrame.html#plotGraphsFromDataFrame.plotGraphsFromDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame.plotGraphsFromDataFrame" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.graph.visualizeFuzzyPatterns">
+<span id="pami-extras-graph-visualizefuzzypatterns-module"></span><h2>PAMI.extras.graph.visualizeFuzzyPatterns module<a class="headerlink" href="#module-PAMI.extras.graph.visualizeFuzzyPatterns" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.graph.visualizeFuzzyPatterns.</span></span><span class="sig-name descname"><span class="pre">visualizeFuzzyPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">topk</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/graph/visualizeFuzzyPatterns.html#visualizeFuzzyPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>visualizeFuzzyPatterns is used to visualize points produced by pattern miner .</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+</dl>
+<p>:param file : file:   store input data as file
+:param topk : int:     Takes the value int as input</p>
+<blockquote>
+<div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.graph</span> <span class="kn">import</span> <span class="n">visualizeFuzzyPatterns</span> <span class="k">as</span> <span class="n">viz</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">viz</span><span class="o">.</span><span class="n">visualizeFuzzyPatterns</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">topk</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns.visualize">
+<span class="sig-name descname"><span class="pre">visualize</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">markerSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zoom</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1500</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/graph/visualizeFuzzyPatterns.html#visualizeFuzzyPatterns.visualize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns.visualize" title="Link to this definition"></a></dt>
+<dd><p>Visualize points produced by pattern miner.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>markerSize</strong> (<em>int</em>) – Size of the marker</p></li>
+<li><p><strong>zoom</strong> (<em>int</em>) – Zoom level</p></li>
+<li><p><strong>width</strong> (<em>int</em>) – Width of the graph</p></li>
+<li><p><strong>height</strong> – Height of the graph on the screen</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.graph.visualizePatterns">
+<span id="pami-extras-graph-visualizepatterns-module"></span><h2>PAMI.extras.graph.visualizePatterns module<a class="headerlink" href="#module-PAMI.extras.graph.visualizePatterns" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.graph.visualizePatterns.visualizePatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.graph.visualizePatterns.</span></span><span class="sig-name descname"><span class="pre">visualizePatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">topk</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/graph/visualizePatterns.html#visualizePatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.visualizePatterns.visualizePatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>visualizePatterns is used to visualize points produced by pattern miner .</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>:param file<span class="classifier">file</span></dt><dd><p>store input data as file</p>
+</dd>
+<dt>:param topk<span class="classifier">int</span></dt><dd><p>Takes the value int as input</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.graph</span> <span class="kn">import</span> <span class="n">visualizePatterns</span> <span class="k">as</span> <span class="n">viz</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">viz</span><span class="o">.</span><span class="n">visualizePatterns</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">topk</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.graph.visualizePatterns.visualizePatterns.visualize">
+<span class="sig-name descname"><span class="pre">visualize</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">markerSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zoom</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1500</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/graph/visualizePatterns.html#visualizePatterns.visualize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.graph.visualizePatterns.visualizePatterns.visualize" title="Link to this definition"></a></dt>
+<dd><p>Visualize points produced by pattern miner.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>markerSize</strong> (<em>int</em>) – Size of the marker</p></li>
+<li><p><strong>zoom</strong> (<em>int</em>) – Zoom level</p></li>
+<li><p><strong>width</strong> (<em>int</em>) – Width of the graph</p></li>
+<li><p><strong>height</strong> – Height of the graph on the screen</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.graph">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.graph" title="Link to this heading"></a></h2>
+</section>
+</section>
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+
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+             
+  <section id="pami-extras-package">
+<h1>PAMI.extras package<a class="headerlink" href="#pami-extras-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.DF2DB.html">PAMI.extras.DF2DB package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DF2DB">PAMI.extras.DF2DB.DF2DB module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB"><code class="docutils literal notranslate"><span class="pre">DF2DB</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">DF2DB.getTemporalDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">DF2DB.getTransactionalDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getUtilityDatabase"><code class="docutils literal notranslate"><span class="pre">DF2DB.getUtilityDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#pami-extras-df2db-df2dbplus-module">PAMI.extras.DF2DB.DF2DBPlus module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DenseFormatDF">PAMI.extras.DF2DB.DenseFormatDF module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2MultipleTimeSeries"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.convert2MultipleTimeSeries()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TemporalDatabase"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.convert2TemporalDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.convert2TransactionalDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UncertainTransactional"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.convert2UncertainTransactional()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UtilityDatabase"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.convert2UtilityDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.getFileName"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.SparseFormatDF">PAMI.extras.DF2DB.SparseFormatDF module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF"><code class="docutils literal notranslate"><span class="pre">SparseFormatDF</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTemporal"><code class="docutils literal notranslate"><span class="pre">SparseFormatDF.createTemporal()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTransactional"><code class="docutils literal notranslate"><span class="pre">SparseFormatDF.createTransactional()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createUtility"><code class="docutils literal notranslate"><span class="pre">SparseFormatDF.createUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.getFileName"><code class="docutils literal notranslate"><span class="pre">SparseFormatDF.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.createTDB">PAMI.extras.DF2DB.createTDB module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB"><code class="docutils literal notranslate"><span class="pre">createTDB</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.createTDB"><code class="docutils literal notranslate"><span class="pre">createTDB.createTDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.save"><code class="docutils literal notranslate"><span class="pre">createTDB.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DBPlus">PAMI.extras.DF2DB.denseDF2DBPlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus"><code class="docutils literal notranslate"><span class="pre">DenseFormatDFPlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTemporal"><code class="docutils literal notranslate"><span class="pre">DenseFormatDFPlus.createTemporal()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTransactional"><code class="docutils literal notranslate"><span class="pre">DenseFormatDFPlus.createTransactional()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createUtility"><code class="docutils literal notranslate"><span class="pre">DenseFormatDFPlus.createUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.getFileName"><code class="docutils literal notranslate"><span class="pre">DenseFormatDFPlus.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DB_dump">PAMI.extras.DF2DB.denseDF2DB_dump module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTemporal"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.createTemporal()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTransactional"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.createTransactional()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createUtility"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.createUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.getFileName"><code class="docutils literal notranslate"><span class="pre">DenseFormatDF.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.sparseDF2DBPlus">PAMI.extras.DF2DB.sparseDF2DBPlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus"><code class="docutils literal notranslate"><span class="pre">SparseFormatDFPlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTemporal"><code class="docutils literal notranslate"><span class="pre">SparseFormatDFPlus.createTemporal()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTransactional"><code class="docutils literal notranslate"><span class="pre">SparseFormatDFPlus.createTransactional()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createUtility"><code class="docutils literal notranslate"><span class="pre">SparseFormatDFPlus.createUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.getFileName"><code class="docutils literal notranslate"><span class="pre">SparseFormatDFPlus.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.calculateMISValues.html">PAMI.extras.calculateMISValues package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingBeta">PAMI.extras.calculateMISValues.usingBeta module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta"><code class="docutils literal notranslate"><span class="pre">usingBeta</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.calculateMIS"><code class="docutils literal notranslate"><span class="pre">usingBeta.calculateMIS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.getMISDataFrame"><code class="docutils literal notranslate"><span class="pre">usingBeta.getMISDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.save"><code class="docutils literal notranslate"><span class="pre">usingBeta.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingSD">PAMI.extras.calculateMISValues.usingSD module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD"><code class="docutils literal notranslate"><span class="pre">usingSD</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.calculateMIS"><code class="docutils literal notranslate"><span class="pre">usingSD.calculateMIS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.getDataFrame"><code class="docutils literal notranslate"><span class="pre">usingSD.getDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.save"><code class="docutils literal notranslate"><span class="pre">usingSD.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.dbStats.html">PAMI.extras.dbStats package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.FuzzyDatabase">PAMI.extras.dbStats.FuzzyDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.creatingItemSets"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.creatingItemSets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageUtility"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getAverageUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumUtility"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getMaximumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumUtility"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getMinimumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedUtilityValuesOfItem"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getSortedUtilityValuesOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalUtility"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getTotalUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.run"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.save"><code class="docutils literal notranslate"><span class="pre">FuzzyDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDensity"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSparsity"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.printStats"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.readDatabase"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.run"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.save"><code class="docutils literal notranslate"><span class="pre">MultipleTimeSeriesFuzzyDatabaseStats.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.SequentialDatabase">PAMI.extras.dbStats.SequentialDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getAverageItemPerSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getAverageItemPerSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageSubsequencePerSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getAverageSubsequencePerSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getMaximumSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getMaximumSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getMinimumSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getMinimumSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequenceSize"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getSequenceSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequencialLengthDistribution"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getSequencialLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getStandardDeviationSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getStandardDeviationSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSubsequencialLengthDistribution"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getSubsequencialLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getVarianceSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.getVarianceSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.run"><code class="docutils literal notranslate"><span class="pre">SequentialDatabase.run()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TemporalDatabase">PAMI.extras.dbStats.TemporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getAverageInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAveragePeriodOfItem"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getAveragePeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMaximumInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumPeriodOfItem"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMaximumPeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMinimumInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumPeriodOfItem"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMinimumPeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getNumberOfTransactionsPerTimestamp"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getNumberOfTransactionsPerTimestamp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getPeriodsInRange"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getPeriodsInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationPeriod"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getStandardDeviationPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.run"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.save"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TransactionalDatabase">PAMI.extras.dbStats.TransactionalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.run"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.save"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTemporalDatabase">PAMI.extras.dbStats.UncertainTemporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAveragePeriod"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getAveragePeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumPeriod"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getMaximumPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumPeriod"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getMinimumPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationPeriod"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getStandardDeviationPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.run"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.save"><code class="docutils literal notranslate"><span class="pre">UncertainTemporalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTransactionalDatabase">PAMI.extras.dbStats.UncertainTransactionalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.run"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.save"><code class="docutils literal notranslate"><span class="pre">UncertainTransactionalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UtilityDatabase">PAMI.extras.dbStats.UtilityDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.creatingItemSets"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.creatingItemSets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageUtility"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getAverageUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumUtility"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getMaximumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumUtility"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getMinimumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedUtilityValuesOfItem"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getSortedUtilityValuesOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalUtility"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getTotalUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.run"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.save"><code class="docutils literal notranslate"><span class="pre">UtilityDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html">PAMI.extras.fuzzyTransformation package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.abstract">PAMI.extras.fuzzyTransformation.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy">PAMI.extras.fuzzyTransformation.temporalToFuzzy module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy"><code class="docutils literal notranslate"><span class="pre">temporalToFuzzy</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy.startConvert"><code class="docutils literal notranslate"><span class="pre">temporalToFuzzy.startConvert()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy">PAMI.extras.fuzzyTransformation.transactionalToFuzzy module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy"><code class="docutils literal notranslate"><span class="pre">transactionalToFuzzy</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy.startConvert"><code class="docutils literal notranslate"><span class="pre">transactionalToFuzzy.startConvert()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#pami-extras-fuzzytransformation-utilitytofuzzy-module">PAMI.extras.fuzzyTransformation.utilityToFuzzy module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.generateDatabase.html">PAMI.extras.generateDatabase package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.generateDatabase.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.alreadyAdded"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.alreadyAdded</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.coinFlip"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.coinFlip</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.createPoint"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.createPoint()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.items"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.items</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.outFileName"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.outFileName</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.saveAsFile"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.saveAsFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.timestamp"><code class="docutils literal notranslate"><span class="pre">spatioTemporalDatabaseGenerator.timestamp</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTemporalDatabase">PAMI.extras.generateDatabase.generateTemporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.createTemporalFile"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase.createTemporalFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getDatabaseAsDataFrame"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase.getDatabaseAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getFileName"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase.getFileName()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.performCoinFlip"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase.performCoinFlip()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.tuning"><code class="docutils literal notranslate"><span class="pre">generateTemporalDatabase.tuning()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTransactionalDatabase">PAMI.extras.generateDatabase.generateTransactionalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.create"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.generateArray"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase.generateArray()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.getTransactions"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase.getTransactions()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.save"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.tuning"><code class="docutils literal notranslate"><span class="pre">generateTransactionalDatabase.tuning()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.graph.html">PAMI.extras.graph package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.DF2Fig">PAMI.extras.graph.DF2Fig module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig"><code class="docutils literal notranslate"><span class="pre">DF2Fig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig.plot"><code class="docutils literal notranslate"><span class="pre">DF2Fig.plot()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#pami-extras-graph-df2tex-module">PAMI.extras.graph.DF2Tex module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphFromDictionary">PAMI.extras.graph.plotLineGraphFromDictionary module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphFromDictionary.plotLineGraphFromDictionary"><code class="docutils literal notranslate"><span class="pre">plotLineGraphFromDictionary</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphsFromDataFrame">PAMI.extras.graph.plotLineGraphsFromDataFrame module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame"><code class="docutils literal notranslate"><span class="pre">plotGraphsFromDataFrame</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame.plotGraphsFromDataFrame"><code class="docutils literal notranslate"><span class="pre">plotGraphsFromDataFrame.plotGraphsFromDataFrame()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizeFuzzyPatterns">PAMI.extras.graph.visualizeFuzzyPatterns module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns"><code class="docutils literal notranslate"><span class="pre">visualizeFuzzyPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns.visualize"><code class="docutils literal notranslate"><span class="pre">visualizeFuzzyPatterns.visualize()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizePatterns">PAMI.extras.graph.visualizePatterns module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns"><code class="docutils literal notranslate"><span class="pre">visualizePatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns.visualize"><code class="docutils literal notranslate"><span class="pre">visualizePatterns.visualize()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.image2Database.html">PAMI.extras.image2Database package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.image2Database.html#module-PAMI.extras.image2Database">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.imageProcessing.html">PAMI.extras.imageProcessing package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.imageProcessing.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing.imagery2Databases">PAMI.extras.imageProcessing.imagery2Databases module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase"><code class="docutils literal notranslate"><span class="pre">createDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.getDataFrame"><code class="docutils literal notranslate"><span class="pre">createDatabase.getDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTemporalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsTemporalDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTransactionalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsTransactionalDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTemporalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsUncertainTemporalDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTransactionalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsUncertainTransactionalDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTemporalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsUtilityTemporalDB()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTransactionalDB"><code class="docutils literal notranslate"><span class="pre">createDatabase.saveAsUtilityTransactionalDB()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.messaging.html">PAMI.extras.messaging package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.messaging.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.discord">PAMI.extras.messaging.discord module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord"><code class="docutils literal notranslate"><span class="pre">discord</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord.send"><code class="docutils literal notranslate"><span class="pre">discord.send()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.gmail">PAMI.extras.messaging.gmail module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail"><code class="docutils literal notranslate"><span class="pre">gmail</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail.send"><code class="docutils literal notranslate"><span class="pre">gmail.send()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.neighbours.html">PAMI.extras.neighbours package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.neighbours.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingEuclideanDistance</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance.getFileName"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingEuclideanDistance.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean">PAMI.extras.neighbours.findNeighboursUsingEuclidean module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingEuclideanDistance</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance.getFileName"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingEuclideanDistance.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic">PAMI.extras.neighbours.findNeighboursUsingGeodesic module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingGeodesicDistance</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance.getFileName"><code class="docutils literal notranslate"><span class="pre">createNeighborhoodFileUsingGeodesicDistance.getFileName()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.sampleDatasets.html">PAMI.extras.sampleDatasets package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.sampleDatasets.html#module-PAMI.extras.sampleDatasets">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.stats.html">PAMI.extras.stats package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.TransactionalDatabase">PAMI.extras.stats.TransactionalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.run"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.save"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.graphDatabase">PAMI.extras.stats.graphDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase"><code class="docutils literal notranslate"><span class="pre">graphDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotEdgeDistribution"><code class="docutils literal notranslate"><span class="pre">graphDatabase.plotEdgeDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotNodeDistribution"><code class="docutils literal notranslate"><span class="pre">graphDatabase.plotNodeDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printGraphDatabaseStatistics"><code class="docutils literal notranslate"><span class="pre">graphDatabase.printGraphDatabaseStatistics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printIndividualGraphStats"><code class="docutils literal notranslate"><span class="pre">graphDatabase.printIndividualGraphStats()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.sequentialDatabase">PAMI.extras.stats.sequentialDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getAverageItemPerSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getAverageItemPerSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageSubsequencePerSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getAverageSubsequencePerSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getMaximumSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getMaximumSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getMinimumSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getMinimumSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequenceSize"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getSequenceSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequencialLengthDistribution"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getSequencialLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getStandardDeviationSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getStandardDeviationSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSubsequencialLengthDistribution"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getSubsequencialLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getVarianceSequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSubsequenceLength"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.getVarianceSubsequenceLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.run"><code class="docutils literal notranslate"><span class="pre">sequentialDatabase.run()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.temporalDatabase">PAMI.extras.stats.temporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase"><code class="docutils literal notranslate"><span class="pre">temporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.convertDataIntoMatrix"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.convertDataIntoMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getAverageInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAveragePeriodOfItem"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getAveragePeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDensity"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getDensity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMaximumInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumPeriodOfItem"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMaximumPeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumInterArrivalPeriod"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMinimumInterArrivalPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumPeriodOfItem"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMinimumPeriodOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getNumberOfTransactionsPerTimestamp"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getNumberOfTransactionsPerTimestamp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getPeriodsInRange"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getPeriodsInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationPeriod"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getStandardDeviationPeriod()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.run"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.save"><code class="docutils literal notranslate"><span class="pre">temporalDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.utilityDatabase">PAMI.extras.stats.utilityDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase"><code class="docutils literal notranslate"><span class="pre">utilityDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.creatingItemSets"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.creatingItemSets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageTransactionLength"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getAverageTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageUtility"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getAverageUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getDatabaseSize"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getDatabaseSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getFrequenciesInRange"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getFrequenciesInRange()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumTransactionLength"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getMaximumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumUtility"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getMaximumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumTransactionLength"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getMinimumTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumUtility"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getMinimumUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getNumberOfItems"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedListOfItemFrequencies"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getSortedListOfItemFrequencies()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedUtilityValuesOfItem"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getSortedUtilityValuesOfItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSparsity"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getSparsity()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getStandardDeviationTransactionLength"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getStandardDeviationTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalNumberOfItems"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getTotalNumberOfItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalUtility"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getTotalUtility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTransanctionalLengthDistribution"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getTransanctionalLengthDistribution()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getVarianceTransactionLength"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.getVarianceTransactionLength()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.plotGraphs"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.plotGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.printStats"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.printStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.readDatabase"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.readDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.run"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.save"><code class="docutils literal notranslate"><span class="pre">utilityDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html">PAMI.extras.syntheticDataGenerator package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase">PAMI.extras.syntheticDataGenerator.TemporalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.create"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getDatabaseAsDataFrame"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getDatabaseAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getFileName"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.getFileName()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.performCoinFlip"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.performCoinFlip()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.tuning"><code class="docutils literal notranslate"><span class="pre">TemporalDatabase.tuning()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase">PAMI.extras.syntheticDataGenerator.TransactionalDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.create"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.generateArray"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.generateArray()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.getTransactions"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.getTransactions()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.save"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.tuning"><code class="docutils literal notranslate"><span class="pre">TransactionalDatabase.tuning()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">createGeoreferentialTemporalDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction"><code class="docutils literal notranslate"><span class="pre">createSyntheticGeoreferentialTransaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction"><code class="docutils literal notranslate"><span class="pre">createSyntheticGeoreferentialUncertainTransaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal"><code class="docutils literal notranslate"><span class="pre">createSyntheticTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal.createTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticTemporal.createTemporalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction"><code class="docutils literal notranslate"><span class="pre">createSyntheticTransaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction.createTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticTransaction.createTransactionalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal"><code class="docutils literal notranslate"><span class="pre">createSyntheticUncertainTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal.createUncertainTemporalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticUncertainTemporal.createUncertainTemporalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction"><code class="docutils literal notranslate"><span class="pre">createSyntheticUncertainTransaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction.createUncertainTransactionalDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticUncertainTransaction.createUncertainTransactionalDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility">PAMI.extras.syntheticDataGenerator.createSyntheticUtility module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility"><code class="docutils literal notranslate"><span class="pre">createSyntheticUtility</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility.createUtilityDatabase"><code class="docutils literal notranslate"><span class="pre">createSyntheticUtility.createUtilityDatabase()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase">PAMI.extras.syntheticDataGenerator.fuzzyDatabase module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTemporal">PAMI.extras.syntheticDataGenerator.generateTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal"><code class="docutils literal notranslate"><span class="pre">generateTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.generate"><code class="docutils literal notranslate"><span class="pre">generateTemporal.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.save"><code class="docutils literal notranslate"><span class="pre">generateTemporal.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTransactional">PAMI.extras.syntheticDataGenerator.generateTransactional module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional"><code class="docutils literal notranslate"><span class="pre">generateTransactional</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.generate"><code class="docutils literal notranslate"><span class="pre">generateTransactional.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.save"><code class="docutils literal notranslate"><span class="pre">generateTransactional.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal"><code class="docutils literal notranslate"><span class="pre">generateUncertainTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.generate"><code class="docutils literal notranslate"><span class="pre">generateUncertainTemporal.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.save"><code class="docutils literal notranslate"><span class="pre">generateUncertainTemporal.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional"><code class="docutils literal notranslate"><span class="pre">generateUncertainTransactional</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.generate"><code class="docutils literal notranslate"><span class="pre">generateUncertainTransactional.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.save"><code class="docutils literal notranslate"><span class="pre">generateUncertainTransactional.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal"><code class="docutils literal notranslate"><span class="pre">generateUtilityTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.generate"><code class="docutils literal notranslate"><span class="pre">generateUtilityTemporal.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.save"><code class="docutils literal notranslate"><span class="pre">generateUtilityTemporal.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional"><code class="docutils literal notranslate"><span class="pre">generateUtilityTransactional</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.generate"><code class="docutils literal notranslate"><span class="pre">generateUtilityTransactional.generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.save"><code class="docutils literal notranslate"><span class="pre">generateUtilityTransactional.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.totalTransactions"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.totalTransactions</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.numOfItems"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.numOfItems</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.maxUtilRange"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.maxUtilRange</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.avgTransactionLength"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.avgTransactionLength</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.__init__"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createSyntheticUtilityDatabase"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.createSyntheticUtilityDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createRandomNumbers"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.createRandomNumbers()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.save"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#id0"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.createRandomNumbers()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#id10"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.createSyntheticUtilityDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#id11"><code class="docutils literal notranslate"><span class="pre">syntheticUtilityDatabase.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.total_transactions"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.total_transactions</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.num_of_items"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.num_of_items</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.avg_transaction_length"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.avg_transaction_length</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.create_temporal_database"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.create_temporal_database()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#id12"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.create_temporal_database()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.generate_random_numbers"><code class="docutils literal notranslate"><span class="pre">CreateSyntheticTemporal.generate_random_numbers()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.utilityDatabase">PAMI.extras.syntheticDataGenerator.utilityDatabase module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Generate"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.Generate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateAndPrintItemPairs"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.GenerateAndPrintItemPairs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateExternalUtilityData"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.GenerateExternalUtilityData()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetExternalUtilityData"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.GetExternalUtilityData()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetInternalUtilityData"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.GetInternalUtilityData()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetUtilityData"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.GetUtilityData()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Save"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.Save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.SaveItemsInternalUtilityValues"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.SaveItemsInternalUtilityValues()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Saveitemsexternalutilityvalues"><code class="docutils literal notranslate"><span class="pre">UtilityDataGenerator.Saveitemsexternalutilityvalues()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.visualize.html">PAMI.extras.visualize package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.visualize.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.visualize.html#module-PAMI.extras.visualize.graphs">PAMI.extras.visualize.graphs module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase"><code class="docutils literal notranslate"><span class="pre">graphDatabase</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase.plot"><code class="docutils literal notranslate"><span class="pre">graphDatabase.plot()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.visualize.html#module-PAMI.extras.visualize">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-extras-convertmultitsintofuzzy-module">
+<h2>PAMI.extras.convertMultiTSIntoFuzzy module<a class="headerlink" href="#pami-extras-convertmultitsintofuzzy-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.generateLatexGraphFile">
+<span id="pami-extras-generatelatexgraphfile-module"></span><h2>PAMI.extras.generateLatexGraphFile module<a class="headerlink" href="#module-PAMI.extras.generateLatexGraphFile" title="Link to this heading"></a></h2>
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.extras.generateLatexGraphFile.generateLatexCode">
+<span class="sig-prename descclassname"><span class="pre">PAMI.extras.generateLatexGraphFile.</span></span><span class="sig-name descname"><span class="pre">generateLatexCode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/generateLatexGraphFile.html#generateLatexCode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateLatexGraphFile.generateLatexCode" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.generateLatexGraphFile.generateLatexGraphFile">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.generateLatexGraphFile.</span></span><span class="sig-name descname"><span class="pre">generateLatexGraphFile</span></span><a class="reference internal" href="_modules/PAMI/extras/generateLatexGraphFile.html#generateLatexGraphFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.generateLatexGraphFile.generateLatexGraphFile" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>GenerateLatexGraphFile is used to convert the given data into LatexGraphFile.</p>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">generateLatexGraphFile</span> <span class="k">as</span> <span class="n">fuz</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">fuz</span><span class="o">.</span><span class="n">generateLatexGraphFile</span><span class="p">(</span><span class="n">idf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.plotPointOnMap">
+<span id="pami-extras-plotpointonmap-module"></span><h2>PAMI.extras.plotPointOnMap module<a class="headerlink" href="#module-PAMI.extras.plotPointOnMap" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap.plotPointOnMap">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.plotPointOnMap.</span></span><span class="sig-name descname"><span class="pre">plotPointOnMap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputPatterns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap.html#plotPointOnMap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap.plotPointOnMap" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>plotPointOnMap is used to take the input patterns and plot the points on map</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>inputPatterns</strong> – str :
+Name of the Input file</p></li>
+<li><p><strong>k</strong> – str :
+Name of the FuzFile to process set of data.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">plotPointOnMap</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plotPointOnMap</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap.plotPointOnMap.convertPOINT">
+<span class="sig-name descname"><span class="pre">convertPOINT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap.html#plotPointOnMap.convertPOINT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap.plotPointOnMap.convertPOINT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap.plotPointOnMap.findTopKPatterns">
+<span class="sig-name descname"><span class="pre">findTopKPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap.html#plotPointOnMap.findTopKPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap.plotPointOnMap.findTopKPatterns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap.plotPointOnMap.plotPointInMap">
+<span class="sig-name descname"><span class="pre">plotPointInMap</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Map</span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap.html#plotPointOnMap.plotPointInMap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap.plotPointOnMap.plotPointInMap" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.plotPointOnMap_dump">
+<span id="pami-extras-plotpointonmap-dump-module"></span><h2>PAMI.extras.plotPointOnMap_dump module<a class="headerlink" href="#module-PAMI.extras.plotPointOnMap_dump" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap_dump.plotPointOnMap">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.plotPointOnMap_dump.</span></span><span class="sig-name descname"><span class="pre">plotPointOnMap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputPatterns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap_dump.html#plotPointOnMap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap_dump.plotPointOnMap" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>plotPointOnMap is used to take the input patterns and plot the points on map</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>inputPatterns</strong> – str :   Name of the Input file</p></li>
+<li><p><strong>k</strong> – str :   Name of the FuzFile to process set of data.</p></li>
+<li><p><strong>sep</strong> – str :   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">plotPointOnMap</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plotPointOnMap</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap_dump.plotPointOnMap.convertPOINT">
+<span class="sig-name descname"><span class="pre">convertPOINT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap_dump.html#plotPointOnMap.convertPOINT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.convertPOINT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap_dump.plotPointOnMap.findTopKPatterns">
+<span class="sig-name descname"><span class="pre">findTopKPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap_dump.html#plotPointOnMap.findTopKPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.findTopKPatterns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.plotPointOnMap_dump.plotPointOnMap.plotPointInMap">
+<span class="sig-name descname"><span class="pre">plotPointInMap</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Map</span></span></span><a class="reference internal" href="_modules/PAMI/extras/plotPointOnMap_dump.html#plotPointOnMap.plotPointInMap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.plotPointInMap" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.scatterPlotSpatialPoints">
+<span id="pami-extras-scatterplotspatialpoints-module"></span><h2>PAMI.extras.scatterPlotSpatialPoints module<a class="headerlink" href="#module-PAMI.extras.scatterPlotSpatialPoints" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.scatterPlotSpatialPoints.</span></span><span class="sig-name descname"><span class="pre">scatterPlotSpatialPoints</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/scatterPlotSpatialPoints.html#scatterPlotSpatialPoints"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>scatterPlotSpatialPoints is used to convert the given data and plot the points.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :  Name of the Input file</p></li>
+<li><p><strong>sep</strong> – str :   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">scatterPlotSpatialPoints</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">scatterPlotSpatialPoints</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints.scatterPlotSpatialPoints">
+<span class="sig-name descname"><span class="pre">scatterPlotSpatialPoints</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/scatterPlotSpatialPoints.html#scatterPlotSpatialPoints.scatterPlotSpatialPoints"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints.scatterPlotSpatialPoints" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.topKPatterns">
+<span id="pami-extras-topkpatterns-module"></span><h2>PAMI.extras.topKPatterns module<a class="headerlink" href="#module-PAMI.extras.topKPatterns" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.topKPatterns.topKPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.topKPatterns.</span></span><span class="sig-name descname"><span class="pre">topKPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/topKPatterns.html#topKPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.topKPatterns.topKPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>find top k length patterns in input file.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>inputFile<span class="classifier">str</span></dt><dd><p>input file name or path</p>
+</dd>
+<dt>k<span class="classifier">int</span></dt><dd><p>rank of pattern length. default is 10</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>separator which separate patterns in input file. default is tab space</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>getTopKPatterns()</dt><dd><p>return top k patterns as dict</p>
+</dd>
+<dt>storeTopKPatterns(outputFile)</dt><dd><p>store top k patterns into output file.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">topKPatterns</span> <span class="k">as</span> <span class="n">plt</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">scatterPlotSpatialPoints</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.topKPatterns.topKPatterns.getTopKPatterns">
+<span class="sig-name descname"><span class="pre">getTopKPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/topKPatterns.html#topKPatterns.getTopKPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.topKPatterns.topKPatterns.getTopKPatterns" title="Link to this definition"></a></dt>
+<dd><p>get top k length patterns. user can defined k value.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>top k length patterns as dictionary. top k patterns = {patternId: pattern}</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.topKPatterns.topKPatterns.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/topKPatterns.html#topKPatterns.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.topKPatterns.topKPatterns.save" title="Link to this definition"></a></dt>
+<dd><p>store top k length patterns into file. user can defined k value.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – output file name or path</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.uncertaindb_convert">
+<span id="pami-extras-uncertaindb-convert-module"></span><h2>PAMI.extras.uncertaindb_convert module<a class="headerlink" href="#module-PAMI.extras.uncertaindb_convert" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.uncertaindb_convert.predictedClass2Transaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.uncertaindb_convert.</span></span><span class="sig-name descname"><span class="pre">predictedClass2Transaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predicted_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minThreshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.8</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/uncertaindb_convert.html#predictedClass2Transaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.uncertaindb_convert.predictedClass2Transaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This is used to convert the given database and predict classes.</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>predicted_classes</strong> – list: It is dense DataFrame</p></li>
+<li><p><strong>minThreshold</strong> – int or float : minimum threshold User defined value.</p></li>
+</ul>
+</dd>
+</dl>
+<section id="id5">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">uncertaindb_convert</span> <span class="k">as</span> <span class="n">un</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">un</span><span class="o">.</span><span class="n">uncertaindb_convert</span><span class="p">(</span><span class="n">predicted_classes</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.uncertaindb_convert.predictedClass2Transaction.getBinaryTransaction">
+<span class="sig-name descname"><span class="pre">getBinaryTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predicted_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minThreshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.8</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/uncertaindb_convert.html#predictedClass2Transaction.getBinaryTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.uncertaindb_convert.predictedClass2Transaction.getBinaryTransaction" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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diff --git a/sphinx/_build/html/PAMI.extras.image2Database.html b/sphinx/_build/html/PAMI.extras.image2Database.html
new file mode 100644
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.extras.image2Database package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-extras-image2database-package">
+<h1>PAMI.extras.image2Database package<a class="headerlink" href="#pami-extras-image2database-package" title="Link to this heading"></a></h1>
+<section id="module-PAMI.extras.image2Database">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.image2Database" title="Link to this heading"></a></h2>
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+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-extras-imageprocessing-package">
+<h1>PAMI.extras.imageProcessing package<a class="headerlink" href="#pami-extras-imageprocessing-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.imageProcessing.imagery2Databases">
+<span id="pami-extras-imageprocessing-imagery2databases-module"></span><h2>PAMI.extras.imageProcessing.imagery2Databases module<a class="headerlink" href="#module-PAMI.extras.imageProcessing.imagery2Databases" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.imageProcessing.imagery2Databases.</span></span><span class="sig-name descname"><span class="pre">createDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">detected_objects</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>imagery2Databases is a code used to creating transactional database by applying threshold</p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>detected_objects</strong> – list :
+List data to be processed</p></li>
+<li><p><strong>threshold</strong> – int :
+It is threshold value of all item</p></li>
+</ul>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.imageProcessing</span> <span class="kn">import</span> <span class="n">imagery2Databases</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">imagery2Databases</span><span class="p">(</span><span class="n">detected_obj</span><span class="p">,</span> <span class="mi">16</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.getDataFrame">
+<span class="sig-name descname"><span class="pre">getDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.getDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.getDataFrame" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTemporalDB">
+<span class="sig-name descname"><span class="pre">saveAsTemporalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsTemporalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTemporalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTransactionalDB">
+<span class="sig-name descname"><span class="pre">saveAsTransactionalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsTransactionalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTransactionalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTemporalDB">
+<span class="sig-name descname"><span class="pre">saveAsUncertainTemporalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsUncertainTemporalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTemporalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTransactionalDB">
+<span class="sig-name descname"><span class="pre">saveAsUncertainTransactionalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsUncertainTransactionalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTransactionalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTemporalDB">
+<span class="sig-name descname"><span class="pre">saveAsUtilityTemporalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsUtilityTemporalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTemporalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTransactionalDB">
+<span class="sig-name descname"><span class="pre">saveAsUtilityTransactionalDB</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/imageProcessing/imagery2Databases.html#createDatabase.saveAsUtilityTransactionalDB"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTransactionalDB" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.imageProcessing">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.imageProcessing" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+      <li class="breadcrumb-item active">PAMI.extras.messaging package</li>
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+            <a href="_sources/PAMI.extras.messaging.rst.txt" rel="nofollow"> View page source</a>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pami-extras-messaging-package">
+<h1>PAMI.extras.messaging package<a class="headerlink" href="#pami-extras-messaging-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.messaging.discord">
+<span id="pami-extras-messaging-discord-module"></span><h2>PAMI.extras.messaging.discord module<a class="headerlink" href="#module-PAMI.extras.messaging.discord" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.messaging.discord.discord">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.messaging.discord.</span></span><span class="sig-name descname"><span class="pre">discord</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">url</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/messaging/discord.html#discord"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.messaging.discord.discord" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.messaging.discord.discord.send">
+<span class="sig-name descname"><span class="pre">send</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/messaging/discord.html#discord.send"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.messaging.discord.discord.send" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.messaging.gmail">
+<span id="pami-extras-messaging-gmail-module"></span><h2>PAMI.extras.messaging.gmail module<a class="headerlink" href="#module-PAMI.extras.messaging.gmail" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.messaging.gmail.gmail">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.messaging.gmail.</span></span><span class="sig-name descname"><span class="pre">gmail</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">userName</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">password</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/messaging/gmail.html#gmail"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.messaging.gmail.gmail" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.messaging.gmail.gmail.send">
+<span class="sig-name descname"><span class="pre">send</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">toAddress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subject</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/messaging/gmail.html#gmail.send"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.messaging.gmail.gmail.send" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.messaging">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.messaging" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.extras.imageProcessing.html" class="btn btn-neutral float-left" title="PAMI.extras.imageProcessing package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="PAMI.extras.neighbours.html" class="btn btn-neutral float-right" title="PAMI.extras.neighbours package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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diff --git a/sphinx/_build/html/PAMI.extras.neighbours.html b/sphinx/_build/html/PAMI.extras.neighbours.html
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,329 @@
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+  <title>PAMI.extras.neighbours package &mdash; PAMI 2024.04.23 documentation</title>
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+    <link rel="next" title="PAMI.extras.sampleDatasets package" href="PAMI.extras.sampleDatasets.html" />
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
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+             
+  <section id="pami-extras-neighbours-package">
+<h1>PAMI.extras.neighbours package<a class="headerlink" href="#pami-extras-neighbours-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo">
+<span id="pami-extras-neighbours-findneighborsusingeuclideandistanceforpointinfo-module"></span><h2>PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo module<a class="headerlink" href="#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.</span></span><span class="sig-name descname"><span class="pre">createNeighborhoodFileUsingEuclideanDistance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxEucledianDistance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seperator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html#createNeighborhoodFileUsingEuclideanDistance"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create a neighbourhood file using euclid distance.</p>
+<dl class="field-list">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>:param iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>:param oFile<span class="classifier">file</span></dt><dd><p>Output file name or path pf the output file</p>
+</dd>
+<dt>:param maxEuclideanDistance<span class="classifier">int</span></dt><dd><p>The user can specify maxEuclideanDistance.
+This program find pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace
+and store the pairs.</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">param  seperator<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>mine()</dt><dd><p>find and store the pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace.</p>
+</dd>
+<dt>getFileName()</dt><dd><p>This function returns output file name.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.neighbours</span> <span class="kn">import</span> <span class="n">findNeighboursUsingEuclidean</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">findNeighboursUsingEuclidean</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">oFile</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html#createNeighborhoodFileUsingEuclideanDistance.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.neighbours.findNeighboursUsingEuclidean">
+<span id="pami-extras-neighbours-findneighboursusingeuclidean-module"></span><h2>PAMI.extras.neighbours.findNeighboursUsingEuclidean module<a class="headerlink" href="#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.neighbours.findNeighboursUsingEuclidean.</span></span><span class="sig-name descname"><span class="pre">createNeighborhoodFileUsingEuclideanDistance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxEucledianDistance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seperator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighboursUsingEuclidean.html#createNeighborhoodFileUsingEuclideanDistance"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create a neighbourhood file using euclid distance.</p>
+<dl class="field-list">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>:param iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>:param oFile<span class="classifier">file</span></dt><dd><p>Output file name or path pf the output file</p>
+</dd>
+<dt>:param maxEuclideanDistance<span class="classifier">int</span></dt><dd><p>The user can specify maxEuclideanDistance.
+This program find pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace
+and store the pairs.</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">param  seperator<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>mine()</dt><dd><p>find and store the pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace.</p>
+</dd>
+<dt>getFileName()</dt><dd><p>This function returns output file name.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.neighbours</span> <span class="kn">import</span> <span class="n">findNeighboursUsingEuclidean</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">findNeighboursUsingEuclidean</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">oFile</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighboursUsingEuclidean.html#createNeighborhoodFileUsingEuclideanDistance.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.neighbours.findNeighboursUsingGeodesic">
+<span id="pami-extras-neighbours-findneighboursusinggeodesic-module"></span><h2>PAMI.extras.neighbours.findNeighboursUsingGeodesic module<a class="headerlink" href="#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.neighbours.findNeighboursUsingGeodesic.</span></span><span class="sig-name descname"><span class="pre">createNeighborhoodFileUsingGeodesicDistance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxDistance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seperator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighboursUsingGeodesic.html#createNeighborhoodFileUsingGeodesicDistance"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create a neighbourhood file using Geodesic distance.</p>
+<dl class="field-list">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>:param iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>:param oFile<span class="classifier">file</span></dt><dd><p>Output file name or path pf the output file</p>
+</dd>
+<dt>:param maxDistance<span class="classifier">float</span></dt><dd><p>The user can specify maxDistance in Km(Kilometers).
+This program find pairs of values whose Geodesic distance is less than or equal to maxDistace
+and store the pairs.</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">param  seperator<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>mine()</dt><dd><p>find and store the pairs of values whose Geodesic distance is less than or equal to maxDistace.</p>
+</dd>
+<dt>getFileName()</dt><dd><p>This function returns output file name.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.neighbours</span> <span class="kn">import</span> <span class="n">findNeighboursUsingGeodesic</span> <span class="k">as</span> <span class="n">db</span>
+
+ <span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">findNeighboursUsingGeodesic</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">oFile</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/neighbours/findNeighboursUsingGeodesic.html#createNeighborhoodFileUsingGeodesicDistance.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance.getFileName" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.neighbours">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.neighbours" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-extras-sampledatasets-package">
+<h1>PAMI.extras.sampleDatasets package<a class="headerlink" href="#pami-extras-sampledatasets-package" title="Link to this heading"></a></h1>
+<section id="module-PAMI.extras.sampleDatasets">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.sampleDatasets" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.extras.stats.html b/sphinx/_build/html/PAMI.extras.stats.html
new file mode 100644
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--- /dev/null
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="pami-extras-stats-package">
+<h1>PAMI.extras.stats package<a class="headerlink" href="#pami-extras-stats-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.stats.TransactionalDatabase">
+<span id="pami-extras-stats-transactionaldatabase-module"></span><h2>PAMI.extras.stats.TransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.stats.TransactionalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.stats.TransactionalDatabase.</span></span><span class="sig-name descname"><span class="pre">TransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TransactionalDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumPeriod()</dt><dd><p>get the minimum period</p>
+</dd>
+<dt>getAveragePeriod()</dt><dd><p>get the average period</p>
+</dd>
+<dt>getMaximumPeriod()</dt><dd><p>get the maximum period</p>
+</dd>
+<dt>getStandardDeviationPeriod()</dt><dd><p>get the standard deviation period</p>
+</dd>
+<dt>getNumberOfTransactionsPerTimestamp()</dt><dd><p>get number of transactions per time stamp. This time stamp range is 1 to max period.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.stats</span> <span class="kn">import</span> <span class="n">TransactionalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;     &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>Get transaction length
+:return: a dictionary with transaction
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.run" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/TransactionalDatabase.html#TransactionalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.stats.graphDatabase">
+<span id="pami-extras-stats-graphdatabase-module"></span><h2>PAMI.extras.stats.graphDatabase module<a class="headerlink" href="#module-PAMI.extras.stats.graphDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.stats.graphDatabase.graphDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.stats.graphDatabase.</span></span><span class="sig-name descname"><span class="pre">graphDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/graphDatabase.html#graphDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.graphDatabase.graphDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.graphDatabase.graphDatabase.plotEdgeDistribution">
+<span class="sig-name descname"><span class="pre">plotEdgeDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/graphDatabase.html#graphDatabase.plotEdgeDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.graphDatabase.graphDatabase.plotEdgeDistribution" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.graphDatabase.graphDatabase.plotNodeDistribution">
+<span class="sig-name descname"><span class="pre">plotNodeDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/graphDatabase.html#graphDatabase.plotNodeDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.graphDatabase.graphDatabase.plotNodeDistribution" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.graphDatabase.graphDatabase.printGraphDatabaseStatistics">
+<span class="sig-name descname"><span class="pre">printGraphDatabaseStatistics</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/graphDatabase.html#graphDatabase.printGraphDatabaseStatistics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.graphDatabase.graphDatabase.printGraphDatabaseStatistics" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.graphDatabase.graphDatabase.printIndividualGraphStats">
+<span class="sig-name descname"><span class="pre">printIndividualGraphStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/graphDatabase.html#graphDatabase.printIndividualGraphStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.graphDatabase.graphDatabase.printIndividualGraphStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.stats.sequentialDatabase">
+<span id="pami-extras-stats-sequentialdatabase-module"></span><h2>PAMI.extras.stats.sequentialDatabase module<a class="headerlink" href="#module-PAMI.extras.stats.sequentialDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.stats.sequentialDatabase.</span></span><span class="sig-name descname"><span class="pre">sequentialDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>readDatabase():</dt><dd><p>read sequential database from input file and store into database and size of each sequence and subsequences.</p>
+</dd>
+<dt>getDatabaseSize(self):</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getTotalNumberOfItems(self):</dt><dd><p>get the number of items in database.</p>
+</dd>
+<dt>getMinimumSequenceLength(self):</dt><dd><p>get the minimum sequence length</p>
+</dd>
+<dt>getAverageSubsequencePerSequenceLength(self):</dt><dd><p>get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</p>
+</dd>
+<dt>getAverageItemPerSubsequenceLength(self):</dt><dd><p>get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</p>
+</dd>
+<dt>getMaximumSequenceLength(self):</dt><dd><p>get the maximum sequence length</p>
+</dd>
+<dt>getStandardDeviationSubsequenceLength(self):</dt><dd><p>get the standard deviation subsequence length</p>
+</dd>
+<dt>getVarianceSequenceLength(self):</dt><dd><p>get the variance Sequence length</p>
+</dd>
+<dt>getSequenceSize(self):</dt><dd><p>get the size of sequence</p>
+</dd>
+<dt>getMinimumSubsequenceLength(self):</dt><dd><p>get the minimum subsequence length</p>
+</dd>
+<dt>getAverageItemPerSequenceLength(self):</dt><dd><p>get the average item length per sequence. It is sum of all item length divided by sequence length.</p>
+</dd>
+<dt>getMaximumSubsequenceLength(self):</dt><dd><p>get the maximum subsequence length</p>
+</dd>
+<dt>getStandardDeviationSubsequenceLength(self):</dt><dd><p>get the standard deviation subsequence length</p>
+</dd>
+<dt>getVarianceSubsequenceLength(self):</dt><dd><p>get the variance subSequence length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies(self):</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getFrequenciesInRange(self):</dt><dd><p>get sorted list of item frequencies in some range</p>
+</dd>
+<dt>getSequencialLengthDistribution(self):</dt><dd><p>get Sequence length Distribution</p>
+</dd>
+<dt>getSubsequencialLengthDistribution(self):</dt><dd><p>get subSequence length distribution</p>
+</dd>
+<dt>printStats(self):</dt><dd><p>to print the all status of sequence database</p>
+</dd>
+<dt>plotGraphs(self):</dt><dd><p>to plot the  distribution about items, subsequences in sequence and items in subsequence</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">SequentialDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">SequentialDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;        &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>sequentialDatabase.py<span class="w"> </span>&lt;inputFile&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>sequentialDatabase.py<span class="w"> </span>sampleDB.txt
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>import PAMI.extra.DBstats.SequentialDatabase as alg
+_ap=alg.SequentialDatabase(inputfile,sep)
+_ap.readDatabase()
+_ap.printStats()
+_ap.plotGraphs()</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageItemPerSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getAverageItemPerSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average item length per sequence. It is sum of all item length divided by sequence length.
+:return: average item length per sequence
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageItemPerSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getAverageItemPerSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average Item length per subsequence. It is sum of all item length divided by subsequence length.
+:return: average Item length per subsequence
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageSubsequencePerSequenceLength">
+<span class="sig-name descname"><span class="pre">getAverageSubsequencePerSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getAverageSubsequencePerSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageSubsequencePerSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.
+:return: average subsequence length per sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies in some range
+:return: item separated by its frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSequenceLength">
+<span class="sig-name descname"><span class="pre">getMaximumSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getMaximumSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum sequence length
+:return: maximum sequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getMaximumSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getMaximumSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum subsequence length
+:return: maximum subsequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSequenceLength">
+<span class="sig-name descname"><span class="pre">getMinimumSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getMinimumSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum sequence length
+:return: minimum sequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getMinimumSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getMinimumSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum subsequence length
+:return: minimum subsequence length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequenceSize">
+<span class="sig-name descname"><span class="pre">getSequenceSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getSequenceSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequenceSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of sequence
+:return: sequences size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequencialLengthDistribution">
+<span class="sig-name descname"><span class="pre">getSequencialLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getSequencialLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequencialLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get Sequence length Distribution
+:return: Sequence length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSequenceLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getStandardDeviationSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation sequence length
+:return: standard deviation sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getStandardDeviationSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation subsequence length
+:return: standard deviation subsequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSubsequencialLengthDistribution">
+<span class="sig-name descname"><span class="pre">getSubsequencialLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getSubsequencialLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSubsequencialLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get subSequence length distribution
+:return: subSequence length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSequenceLength">
+<span class="sig-name descname"><span class="pre">getVarianceSequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getVarianceSequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance Sequence length
+:return: variance Sequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSubsequenceLength">
+<span class="sig-name descname"><span class="pre">getVarianceSubsequenceLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.getVarianceSubsequenceLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSubsequenceLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance subSequence length
+:return: variance subSequence length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd><p>To plot the  distribution about items, subsequences in sequence and items in subsequence</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.printStats" title="Link to this definition"></a></dt>
+<dd><p>To print the all status of sequence database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read sequential database from input file and store into database and size of each sequence and subsequences.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.sequentialDatabase.sequentialDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/sequentialDatabase.html#sequentialDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.stats.temporalDatabase">
+<span id="pami-extras-stats-temporaldatabase-module"></span><h2>PAMI.extras.stats.temporalDatabase module<a class="headerlink" href="#module-PAMI.extras.stats.temporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.stats.temporalDatabase.</span></span><span class="sig-name descname"><span class="pre">temporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TemporalDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>:param inputFile<span class="classifier">file</span></dt><dd><p>input file path</p>
+</dd>
+<dt>:param sep<span class="classifier">str</span></dt><dd><p>separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>run()</dt><dd><p>execute readDatabase function</p>
+</dd>
+<dt>readDatabase()</dt><dd><p>read database from input file</p>
+</dd>
+<dt>getDatabaseSize()</dt><dd><p>get the size of database</p>
+</dd>
+<dt>getMinimumTransactionLength()</dt><dd><p>get the minimum transaction length</p>
+</dd>
+<dt>getAverageTransactionLength()</dt><dd><p>get the average transaction length. It is sum of all transaction length divided by database length.</p>
+</dd>
+<dt>getMaximumTransactionLength()</dt><dd><p>get the maximum transaction length</p>
+</dd>
+<dt>getStandardDeviationTransactionLength()</dt><dd><p>get the standard deviation of transaction length</p>
+</dd>
+<dt>getSortedListOfItemFrequencies()</dt><dd><p>get sorted list of item frequencies</p>
+</dd>
+<dt>getSortedListOfTransactionLength()</dt><dd><p>get sorted list of transaction length</p>
+</dd>
+<dt>save(data, outputFile)</dt><dd><p>store data into outputFile</p>
+</dd>
+<dt>getMinimumPeriod()</dt><dd><p>get the minimum period</p>
+</dd>
+<dt>getAveragePeriod()</dt><dd><p>get the average period</p>
+</dd>
+<dt>getMaximumPeriod()</dt><dd><p>get the maximum period</p>
+</dd>
+<dt>getStandardDeviationPeriod()</dt><dd><p>get the standard deviation period</p>
+</dd>
+<dt>getNumberOfTransactionsPerTimestamp()</dt><dd><p>get number of transactions per time stamp. This time stamp range is 1 to max period.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">TemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">TemporalDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;  &quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.convertDataIntoMatrix">
+<span class="sig-name descname"><span class="pre">convertDataIntoMatrix</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.convertDataIntoMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.convertDataIntoMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getAverageInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getAverageInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the average inter arrival period. It is sum of all period divided by number of period.
+:return: average inter arrival period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getAveragePeriodOfItem">
+<span class="sig-name descname"><span class="pre">getAveragePeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getAveragePeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAveragePeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the average period of the item
+:return: average period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: dataset size
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getDensity">
+<span class="sig-name descname"><span class="pre">getDensity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getDensity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDensity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getMaximumInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMaximumInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the maximum inter arrival period
+:return: maximum inter arrival period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumPeriodOfItem">
+<span class="sig-name descname"><span class="pre">getMaximumPeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMaximumPeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumPeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the maximum period of the item
+:return: maximum period
+:rtype:int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumInterArrivalPeriod">
+<span class="sig-name descname"><span class="pre">getMinimumInterArrivalPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMinimumInterArrivalPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumInterArrivalPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the minimum inter arrival period
+:return: minimum inter arrival period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumPeriodOfItem">
+<span class="sig-name descname"><span class="pre">getMinimumPeriodOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMinimumPeriodOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumPeriodOfItem" title="Link to this definition"></a></dt>
+<dd><p>get the minimum period of the item
+:return: minimum period
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getNumberOfTransactionsPerTimestamp">
+<span class="sig-name descname"><span class="pre">getNumberOfTransactionsPerTimestamp</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getNumberOfTransactionsPerTimestamp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getNumberOfTransactionsPerTimestamp" title="Link to this definition"></a></dt>
+<dd><p>get number of transactions per time stamp
+:return: number of transactions per time stamp as dict
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getPeriodsInRange">
+<span class="sig-name descname"><span class="pre">getPeriodsInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getPeriodsInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getPeriodsInRange" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database. sparsity is percentage of 0 of database.
+:return: database sparsity
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationPeriod">
+<span class="sig-name descname"><span class="pre">getStandardDeviationPeriod</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getStandardDeviationPeriod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationPeriod" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation period
+:return: standard deviation period
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: transactional length
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.printStats" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.
+And store the period between transactions as list</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.temporalDatabase.temporalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/temporalDatabase.html#temporalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.temporalDatabase.temporalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.stats.utilityDatabase">
+<span id="pami-extras-stats-utilitydatabase-module"></span><h2>PAMI.extras.stats.utilityDatabase module<a class="headerlink" href="#module-PAMI.extras.stats.utilityDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.stats.utilityDatabase.</span></span><span class="sig-name descname"><span class="pre">utilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>UtilityDatabase is class to get stats of database.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param inputFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>file :
+input file path</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+separator in file. Default is tab space.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.dbStats</span> <span class="kn">import</span> <span class="n">UtilityDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">UtilityDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;   &quot;</span> <span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.creatingItemSets">
+<span class="sig-name descname"><span class="pre">creatingItemSets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.creatingItemSets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.creatingItemSets" title="Link to this definition"></a></dt>
+<dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageTransactionLength">
+<span class="sig-name descname"><span class="pre">getAverageTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getAverageTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the average transaction length. It is sum of all transaction length divided by database length.
+:return: average transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageUtility">
+<span class="sig-name descname"><span class="pre">getAverageUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getAverageUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageUtility" title="Link to this definition"></a></dt>
+<dd><p>get the average utility
+:return: average utility
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getDatabaseSize">
+<span class="sig-name descname"><span class="pre">getDatabaseSize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getDatabaseSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getDatabaseSize" title="Link to this definition"></a></dt>
+<dd><p>get the size of database
+:return: size of database after reading from database
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getFrequenciesInRange">
+<span class="sig-name descname"><span class="pre">getFrequenciesInRange</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getFrequenciesInRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getFrequenciesInRange" title="Link to this definition"></a></dt>
+<dd><p>This function is used to get the Frequencies in range
+:return: Frequencies In Range
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMaximumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getMaximumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the maximum transaction length
+:return: maximum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumUtility">
+<span class="sig-name descname"><span class="pre">getMaximumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getMaximumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the maximum utility
+:return: maximum utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumTransactionLength">
+<span class="sig-name descname"><span class="pre">getMinimumTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getMinimumTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the minimum transaction length
+:return: minimum transaction length
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumUtility">
+<span class="sig-name descname"><span class="pre">getMinimumUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getMinimumUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumUtility" title="Link to this definition"></a></dt>
+<dd><p>get the minimum utility
+:return: minimum utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getNumberOfItems">
+<span class="sig-name descname"><span class="pre">getNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedListOfItemFrequencies">
+<span class="sig-name descname"><span class="pre">getSortedListOfItemFrequencies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getSortedListOfItemFrequencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedListOfItemFrequencies" title="Link to this definition"></a></dt>
+<dd><p>get sorted list of item frequencies
+:return: item frequencies
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedUtilityValuesOfItem">
+<span class="sig-name descname"><span class="pre">getSortedUtilityValuesOfItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getSortedUtilityValuesOfItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedUtilityValuesOfItem" title="Link to this definition"></a></dt>
+<dd><p>get sorted utility value each item. key is item and value is utility of item
+:return: sorted dictionary utility value of item
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getSparsity">
+<span class="sig-name descname"><span class="pre">getSparsity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getSparsity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSparsity" title="Link to this definition"></a></dt>
+<dd><p>get the sparsity of database
+:return: sparsity of database after reading from database
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getStandardDeviationTransactionLength">
+<span class="sig-name descname"><span class="pre">getStandardDeviationTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getStandardDeviationTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getStandardDeviationTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the standard deviation transaction length
+:return: standard deviation transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalNumberOfItems">
+<span class="sig-name descname"><span class="pre">getTotalNumberOfItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getTotalNumberOfItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalNumberOfItems" title="Link to this definition"></a></dt>
+<dd><p>get the number of items in database.
+:return: number of items
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalUtility">
+<span class="sig-name descname"><span class="pre">getTotalUtility</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getTotalUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalUtility" title="Link to this definition"></a></dt>
+<dd><p>get sum of utility
+:return: total utility
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getTransanctionalLengthDistribution">
+<span class="sig-name descname"><span class="pre">getTransanctionalLengthDistribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getTransanctionalLengthDistribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTransanctionalLengthDistribution" title="Link to this definition"></a></dt>
+<dd><p>get transaction length
+:return: Transanctional Length Distribution
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.getVarianceTransactionLength">
+<span class="sig-name descname"><span class="pre">getVarianceTransactionLength</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.getVarianceTransactionLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.getVarianceTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>get the variance transaction length
+:return: variance transaction length
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.plotGraphs">
+<span class="sig-name descname"><span class="pre">plotGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.plotGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.plotGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.printStats">
+<span class="sig-name descname"><span class="pre">printStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.printStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.printStats" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.readDatabase">
+<span class="sig-name descname"><span class="pre">readDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.readDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.readDatabase" title="Link to this definition"></a></dt>
+<dd><p>read database from input file and store into database and size of each transaction.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.run" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.stats.utilityDatabase.utilityDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/stats/utilityDatabase.html#utilityDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.stats.utilityDatabase.utilityDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>store data into outputFile
+:param data: input data
+:type data: dict
+:param outputFile: output file name or path to store
+:type outputFile: str
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.stats">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.stats" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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new file mode 100644
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
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+
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+          <li class="breadcrumb-item"><a href="PAMI.extras.html">PAMI.extras package</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.extras.syntheticDataGenerator.rst.txt" rel="nofollow"> View page source</a>
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+           <div itemprop="articleBody">
+             
+  <section id="pami-extras-syntheticdatagenerator-package">
+<h1>PAMI.extras.syntheticDataGenerator package<a class="headerlink" href="#pami-extras-syntheticdatagenerator-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.TemporalDatabase">
+<span id="pami-extras-syntheticdatagenerator-temporaldatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.TemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.TemporalDatabase.</span></span><span class="sig-name descname"><span class="pre">TemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numOfTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgLenOfTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">percentage</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">typeOfFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Database'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p>creates a temporal database with required parameter (e.g.,numOfTransactions, avgLenOfTransactions, numItems and outputFile).</p></li>
+<li><p>output can be printed in two ways either in text file or dataframe depending on the input type.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="field-list simple">
+<dt class="field-odd">param numOfTransactions<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+number of transactions</p>
+</dd>
+<dt class="field-even">param avgLenOfTransactions<span class="colon">:</span></dt>
+<dd class="field-even"><p>int
+average length of transactions</p>
+</dd>
+<dt class="field-odd">param numItems<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+number of items</p>
+</dd>
+<dt class="field-even">param outputFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+the name the output file</p>
+</dd>
+<dt class="field-odd">param percentage<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int
+percentage of coinToss for TID of temporalDatabase</p>
+</dd>
+<dt class="field-even">param sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+seperator for database output file</p>
+</dd>
+<dt class="field-odd">param typeOfFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str
+specify database or dataframe to get corresponding output</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>getFileName():</dt><dd><p>returns filename</p>
+</dd>
+<dt>createTemporalFile():</dt><dd><p>creates temporal database file or dataframe</p>
+</dd>
+<dt>getDatabaseAsDataFrame:</dt><dd><p>returns dataframe</p>
+</dd>
+<dt>performCoinFlip():</dt><dd><p>Perform a coin flip with the given probability</p>
+</dd>
+<dt>tuning():</dt><dd><p>Tune the arrayLength to match avgLenOfTransactions</p>
+</dd>
+<dt>createTemporalFile():</dt><dd><p>create Temporal database or dataframe depending on input</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TemporalDatabase.py<span class="w"> </span>&lt;numOfTransactions&gt;<span class="w"> </span>&lt;avgLenOfTransactions&gt;<span class="w"> </span>&lt;numItems&gt;<span class="w"> </span>&lt;outputFile&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TemporalDatabase.py<span class="w"> </span><span class="m">50</span>.0<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">100</span><span class="w"> </span>temporal.txt
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.extras.syntheticDataGenerator</span> <span class="kn">import</span> <span class="n">TemporalDatabase</span> <span class="k">as</span> <span class="n">db</span>
+
+<span class="n">temporalDB</span> <span class="o">=</span> <span class="n">db</span><span class="p">(</span><span class="n">numOfTransactions</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">,</span> <span class="n">numItems</span><span class="p">,</span> <span class="n">outFileName</span><span class="p">)</span>
+
+<span class="n">temporalDB</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">percentage</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.create">
+<span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase.create"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.create" title="Link to this definition"></a></dt>
+<dd><p>create Temporal database or dataframe depending on type of file specified.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getDatabaseAsDataFrame">
+<span class="sig-name descname"><span class="pre">getDatabaseAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase.getDatabaseAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getDatabaseAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>This function return the database in dataframe format.</p>
+<p>return: pd.dataframe</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getFileName">
+<span class="sig-name descname"><span class="pre">getFileName</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase.getFileName"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getFileName" title="Link to this definition"></a></dt>
+<dd><p>This function take the name of the outputfile.
+:return: outputFile.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.performCoinFlip">
+<span class="sig-name descname"><span class="pre">performCoinFlip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase.performCoinFlip"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.performCoinFlip" title="Link to this definition"></a></dt>
+<dd><p>Perform a coin flip with the given probability.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.tuning">
+<span class="sig-name descname"><span class="pre">tuning</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sumRes</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html#TemporalDatabase.tuning"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.tuning" title="Link to this definition"></a></dt>
+<dd><p>Tune the array so that the sum of the values is equal to sumRes</p>
+<p>Parameters:
+:param array: list of values randomly generated.
+:type array: list
+:param sumRes: target sum
+:type sumRes: int</p>
+<p>Returns:
+array: list - tuned array</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase">
+<span id="pami-extras-syntheticdatagenerator-transactionaldatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.TransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.TransactionalDatabase.</span></span><span class="sig-name descname"><span class="pre">TransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numLines</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgItemsPerLine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numItems</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TransactionalDatabase is a collection of transactions. It only considers the data in  transactions and ignores the metadata.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>numLines: int</dt><dd><p>Number of lines</p>
+</dd>
+<dt>avgItemsPerLine: int</dt><dd><p>Average number of items per line</p>
+</dd>
+<dt>numItems: int</dt><dd><p>Total number of items</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>create:</dt><dd><p>Generate the transactional database</p>
+</dd>
+<dt>save:</dt><dd><p>Save the transactional database to a user-specified file</p>
+</dd>
+<dt>getTransactions:</dt><dd><p>Get the transactional database</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TransactionalDatabase.py<span class="w"> </span>&lt;numLines&gt;<span class="w"> </span>&lt;avgItemsPerLine&gt;<span class="w"> </span>&lt;numItems&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TransactionalDatabase.py<span class="w"> </span><span class="m">50</span>.0<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">100</span>
+</pre></div>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.extras.syntheticDataGenerator import TransactionalDatabase as db</p>
+<p>obj = db(10, 5, 10)</p>
+<p>obj.create()</p>
+<p>obj.save(‘db.txt’)</p>
+<p>print(obj.getTransactions())</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.create">
+<span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase.create"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.create" title="Link to this definition"></a></dt>
+<dd><p>Generate the transactional database with the given input parameters.
+Returns: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.generateArray">
+<span class="sig-name descname"><span class="pre">generateArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nums</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avg</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxItems</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase.generateArray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.generateArray" title="Link to this definition"></a></dt>
+<dd><p>Generate a random array of length n whose values average to m</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>nums</strong> (<em>int</em>) – number of values</p></li>
+<li><p><strong>avg</strong> (<em>int</em>) – average value</p></li>
+<li><p><strong>maxItems</strong> (<em>int</em>) – maximum value</p></li>
+</ul>
+</dd>
+</dl>
+<p>Returns:
+values: list - random array</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.getTransactions">
+<span class="sig-name descname"><span class="pre">getTransactions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase.getTransactions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.getTransactions" title="Link to this definition"></a></dt>
+<dd><p>Get the transactional database in dataFrame format</p>
+<p>Returns:
+db: pd.dataFrame - transactional database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>Save the transactional database to a file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>filename</strong> (<em>str</em>) – name of the file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.tuning">
+<span class="sig-name descname"><span class="pre">tuning</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sumRes</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html#TransactionalDatabase.tuning"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.tuning" title="Link to this definition"></a></dt>
+<dd><p>Tune the array so that the sum of the values is equal to sumRes</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>array</strong> (<em>list</em>) – list of values</p></li>
+<li><p><strong>sumRes</strong> (<em>int</em>) – target sum</p></li>
+</ul>
+</dd>
+</dl>
+<p>Returns:
+array: list - tuned array</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticgeoreferentialtemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.</span></span><span class="sig-name descname"><span class="pre">createGeoreferentialTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html#createGeoreferentialTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic geo-referential temporal database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int or float</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">str</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createGeoreferentialTemporalDatabase(outputFile)</dt><dd><p>Create geo-referential temporal database and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase">
+<span class="sig-name descname"><span class="pre">createGeoreferentialTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html#createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticgeoreferentialtransactions-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.</span></span><span class="sig-name descname"><span class="pre">createSyntheticGeoreferentialTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html#createSyntheticGeoreferentialTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic geo-referential transaction database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>items<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">str</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createGeoreferentialTransactionDatabase(outputFile)</dt><dd><p>Create geo-referential transactional database and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase">
+<span class="sig-name descname"><span class="pre">createGeoreferentialTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html#createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticgeoreferentialuncertaintransaction-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.</span></span><span class="sig-name descname"><span class="pre">createSyntheticGeoreferentialUncertainTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html#createSyntheticGeoreferentialUncertainTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class is to create synthetic geo-referential uncertain transaction database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">int</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createGeoreferentialuncertainTransactionDatabase(outputFile)</dt><dd><p>Create geo-referential transactional database store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase">
+<span class="sig-name descname"><span class="pre">createGeoreferentialUncertainTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html#createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal">
+<span id="pami-extras-syntheticdatagenerator-createsynthetictemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.</span></span><span class="sig-name descname"><span class="pre">createSyntheticTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html#createSyntheticTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic temporal database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">str</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createTemporallDatabase(outputFile)</dt><dd><p>Create temporal database from DataFrame and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id5">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal.createTemporalDatabase">
+<span class="sig-name descname"><span class="pre">createTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html#createSyntheticTemporal.createTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal.createTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions">
+<span id="pami-extras-syntheticdatagenerator-createsynthetictransactions-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticTransactions module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.</span></span><span class="sig-name descname"><span class="pre">createSyntheticTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">totalTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html#createSyntheticTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic transaction database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">int</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createTransactionalDatabase(outputFile)</dt><dd><p>Create transactional database and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id6">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction.createTransactionalDatabase">
+<span class="sig-name descname"><span class="pre">createTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html#createSyntheticTransaction.createTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction.createTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticuncertaintemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.</span></span><span class="sig-name descname"><span class="pre">createSyntheticUncertainTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">totalTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html#createSyntheticUncertainTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic temporal database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>Total no of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">int</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createUncertainTemporalDatabase(outputFile)</dt><dd><p>Create temporal database from DataFrame and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id7">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id7" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal.createUncertainTemporalDatabase">
+<span class="sig-name descname"><span class="pre">createUncertainTemporalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html#createSyntheticUncertainTemporal.createUncertainTemporalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal.createUncertainTemporalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticuncertaintransactions-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.</span></span><span class="sig-name descname"><span class="pre">createSyntheticUncertainTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html#createSyntheticUncertainTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic transaction database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">str</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createUncertainTransactionalDatabase(outputFile)</dt><dd><p>Create uncertain transactional database and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id8">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id8" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction.createUncertainTransactionalDatabase">
+<span class="sig-name descname"><span class="pre">createUncertainTransactionalDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html#createSyntheticUncertainTransaction.createUncertainTransactionalDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction.createUncertainTransactionalDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility">
+<span id="pami-extras-syntheticdatagenerator-createsyntheticutility-module"></span><h2>PAMI.extras.syntheticDataGenerator.createSyntheticUtility module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.createSyntheticUtility.</span></span><span class="sig-name descname"><span class="pre">createSyntheticUtility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxUtilRange</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html#createSyntheticUtility"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class create synthetic utility database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attribute<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>totalTransactions<span class="classifier">int</span></dt><dd><p>No of transactions</p>
+</dd>
+<dt>noOfItems<span class="classifier">int</span></dt><dd><p>No of items</p>
+</dd>
+<dt>maxUtilRange: int</dt><dd><p>Maximum utility range</p>
+</dd>
+<dt>avgTransactionLength<span class="classifier">int</span></dt><dd><p>The length of average transaction</p>
+</dd>
+<dt>outputFile: str</dt><dd><p>Name of the output file.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>createUtilityDatabase(outputFile)</dt><dd><p>Create utility database from DataFrame and store into outputFile</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id9">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id9" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility.createUtilityDatabase">
+<span class="sig-name descname"><span class="pre">createUtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html#createSyntheticUtility.createUtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility.createUtilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>create transactional database and return outputFileName</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – file name or path to store database</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>outputFile name</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase">
+<span id="pami-extras-syntheticdatagenerator-fuzzydatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.fuzzyDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateTemporal">
+<span id="pami-extras-syntheticdatagenerator-generatetemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateTemporal.</span></span><span class="sig-name descname"><span class="pre">generateTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html#generateTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html#generateTemporal.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html#generateTemporal.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateTransactional">
+<span id="pami-extras-syntheticdatagenerator-generatetransactional-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateTransactional module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateTransactional" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateTransactional.</span></span><span class="sig-name descname"><span class="pre">generateTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html#generateTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html#generateTransactional.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html#generateTransactional.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal">
+<span id="pami-extras-syntheticdatagenerator-generateuncertaintemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateUncertainTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.</span></span><span class="sig-name descname"><span class="pre">generateUncertainTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">significant</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html#generateUncertainTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html#generateUncertainTemporal.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html#generateUncertainTemporal.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional">
+<span id="pami-extras-syntheticdatagenerator-generateuncertaintransactional-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateUncertainTransactional module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.</span></span><span class="sig-name descname"><span class="pre">generateUncertainTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">significant</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html#generateUncertainTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html#generateUncertainTransactional.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html#generateUncertainTransactional.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal">
+<span id="pami-extras-syntheticdatagenerator-generateutilitytemporal-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateUtilityTemporal module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.</span></span><span class="sig-name descname"><span class="pre">generateUtilityTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtilityValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxUtilityValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minNumOfTimesAnItem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxNumOfTimesAnItem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html#generateUtilityTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html#generateUtilityTemporal.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'utility'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html#generateUtilityTemporal.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional">
+<span id="pami-extras-syntheticdatagenerator-generateutilitytransactional-module"></span><h2>PAMI.extras.syntheticDataGenerator.generateUtilityTransactional module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.</span></span><span class="sig-name descname"><span class="pre">generateUtilityTransactional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionSize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtilityValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxUtilityValue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minNumOfTimesAnItem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxNumOfTimesAnItem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html#generateUtilityTransactional"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html#generateUtilityTransactional.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'utility'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html#generateUtilityTransactional.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase">
+<span id="pami-extras-syntheticdatagenerator-georeferencedtemporaldatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase">
+<span id="pami-extras-syntheticdatagenerator-georeferencedtransactionaldatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase">
+<span id="pami-extras-syntheticdatagenerator-syntheticutilitydatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.</span></span><span class="sig-name descname"><span class="pre">syntheticUtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">totalTransactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxUtilRange</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class creates a synthetic utility database.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.totalTransactions">
+<span class="sig-name descname"><span class="pre">totalTransactions</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.totalTransactions" title="Link to this definition"></a></dt>
+<dd><p>Number of transactions.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.numOfItems">
+<span class="sig-name descname"><span class="pre">numOfItems</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.numOfItems" title="Link to this definition"></a></dt>
+<dd><p>Number of items.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.maxUtilRange">
+<span class="sig-name descname"><span class="pre">maxUtilRange</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.maxUtilRange" title="Link to this definition"></a></dt>
+<dd><p>Maximum utility range.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.avgTransactionLength">
+<span class="sig-name descname"><span class="pre">avgTransactionLength</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.avgTransactionLength" title="Link to this definition"></a></dt>
+<dd><p>The length of average transaction.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">totalTransactions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numOfItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxUtilRange</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avgTransactionLength</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.__init__" title="Link to this definition"></a></dt>
+<dd><p>Constructor to initialize the database parameters.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createSyntheticUtilityDatabase">
+<span class="sig-name descname"><span class="pre">createSyntheticUtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.createSyntheticUtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createSyntheticUtilityDatabase" title="Link to this definition"></a></dt>
+<dd><p>Create utility database and store it in the specified output file.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createRandomNumbers">
+<span class="sig-name descname"><span class="pre">createRandomNumbers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetSum</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.createRandomNumbers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createRandomNumbers" title="Link to this definition"></a></dt>
+<dd><p>Generate a list of random numbers with a specified target sum.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.save" title="Link to this definition"></a></dt>
+<dd><p>Save the generated utility database to a CSV file.</p>
+</dd></dl>
+
+<dl class="simple">
+<dt>Credits:</dt><dd><p>The complete program was written by A.Hemanth sree sai under the supervision of Professor Rage Uday Kiran.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="id0">
+<span class="sig-name descname"><span class="pre">createRandomNumbers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetSum</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.createRandomNumbers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#id0" title="Link to this definition"></a></dt>
+<dd><p>Generate a list of random numbers with a specified target sum.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>n</strong> (<em>int</em>) – Number of random numbers to generate.</p></li>
+<li><p><strong>targetSum</strong> (<em>int</em>) – Target sum for the generated random numbers.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of generated random numbers normalized and multiplied by the target sum.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id10">
+<span class="sig-name descname"><span class="pre">createSyntheticUtilityDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.createSyntheticUtilityDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#id10" title="Link to this definition"></a></dt>
+<dd><p>Create utility database and store it in the specified output file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – File name or path to store the database.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id11">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outputFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html#syntheticUtilityDatabase.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#id11" title="Link to this definition"></a></dt>
+<dd><p>Save the generated utility database to a CSV file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputFile</strong> (<em>str</em>) – File name or path to store the CSV file.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen">
+<span id="pami-extras-syntheticdatagenerator-temporaldatabasegen-module"></span><h2>PAMI.extras.syntheticDataGenerator.temporalDatabaseGen module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.</span></span><span class="sig-name descname"><span class="pre">CreateSyntheticTemporal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">total_transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_of_items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">avg_transaction_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html#CreateSyntheticTemporal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class creates a synthetic temporal database.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.total_transactions">
+<span class="sig-name descname"><span class="pre">total_transactions</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.total_transactions" title="Link to this definition"></a></dt>
+<dd><p>Number of transactions.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.num_of_items">
+<span class="sig-name descname"><span class="pre">num_of_items</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.num_of_items" title="Link to this definition"></a></dt>
+<dd><p>Number of items.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.avg_transaction_length">
+<span class="sig-name descname"><span class="pre">avg_transaction_length</span></span><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.avg_transaction_length" title="Link to this definition"></a></dt>
+<dd><p>The length of average transaction.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.create_temporal_database">
+<span class="sig-name descname"><span class="pre">create_temporal_database</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_file</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html#CreateSyntheticTemporal.create_temporal_database"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.create_temporal_database" title="Link to this definition"></a></dt>
+<dd><p>Create temporal database and store it in the specified output file.</p>
+</dd></dl>
+
+<dl class="simple">
+<dt>Credits:</dt><dd><p>The complete program was written by A.Hemanth sree sai under the supervision of Professor Rage Uday Kiran.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="id12">
+<span class="sig-name descname"><span class="pre">create_temporal_database</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html#CreateSyntheticTemporal.create_temporal_database"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#id12" title="Link to this definition"></a></dt>
+<dd><p>Create temporal database and store it in the specified output file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>output_file</strong> (<em>str</em>) – File name or path to store the database.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.generate_random_numbers">
+<span class="sig-name descname"><span class="pre">generate_random_numbers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_sum</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html#CreateSyntheticTemporal.generate_random_numbers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.generate_random_numbers" title="Link to this definition"></a></dt>
+<dd><p>Generate a list of random numbers with a specified target sum.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>n</strong> (<em>int</em>) – Number of random numbers to generate.</p></li>
+<li><p><strong>target_sum</strong> (<em>int</em>) – Target sum for the generated random numbers.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of generated random numbers normalized and multiplied by the target sum.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator.utilityDatabase">
+<span id="pami-extras-syntheticdatagenerator-utilitydatabase-module"></span><h2>PAMI.extras.syntheticDataGenerator.utilityDatabase module<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator.utilityDatabase" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.syntheticDataGenerator.utilityDatabase.</span></span><span class="sig-name descname"><span class="pre">UtilityDataGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">databaseSize</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numberOfItems</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">averageLengthOfTransaction</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minimumInternalUtilityValue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maximumInternalUtilityValue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minimumExternalUtilityValue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maximumExternalUtilityValue</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Generate">
+<span class="sig-name descname"><span class="pre">Generate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.Generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Generate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateAndPrintItemPairs">
+<span class="sig-name descname"><span class="pre">GenerateAndPrintItemPairs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.GenerateAndPrintItemPairs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateAndPrintItemPairs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateExternalUtilityData">
+<span class="sig-name descname"><span class="pre">GenerateExternalUtilityData</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.GenerateExternalUtilityData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateExternalUtilityData" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetExternalUtilityData">
+<span class="sig-name descname"><span class="pre">GetExternalUtilityData</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.GetExternalUtilityData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetExternalUtilityData" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetInternalUtilityData">
+<span class="sig-name descname"><span class="pre">GetInternalUtilityData</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.GetInternalUtilityData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetInternalUtilityData" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetUtilityData">
+<span class="sig-name descname"><span class="pre">GetUtilityData</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.GetUtilityData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetUtilityData" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Save">
+<span class="sig-name descname"><span class="pre">Save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fileName</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.Save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Save" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.SaveItemsInternalUtilityValues">
+<span class="sig-name descname"><span class="pre">SaveItemsInternalUtilityValues</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fileName</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.SaveItemsInternalUtilityValues"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.SaveItemsInternalUtilityValues" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Saveitemsexternalutilityvalues">
+<span class="sig-name descname"><span class="pre">Saveitemsexternalutilityvalues</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fileName</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html#UtilityDataGenerator.Saveitemsexternalutilityvalues"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Saveitemsexternalutilityvalues" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.syntheticDataGenerator">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.syntheticDataGenerator" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.extras.stats.html" class="btn btn-neutral float-left" title="PAMI.extras.stats package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+  <hr/>
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+  <section id="pami-extras-visualize-package">
+<h1>PAMI.extras.visualize package<a class="headerlink" href="#pami-extras-visualize-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.extras.visualize.graphs">
+<span id="pami-extras-visualize-graphs-module"></span><h2>PAMI.extras.visualize.graphs module<a class="headerlink" href="#module-PAMI.extras.visualize.graphs" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.extras.visualize.graphs.graphDatabase">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.extras.visualize.graphs.</span></span><span class="sig-name descname"><span class="pre">graphDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/visualize/graphs.html#graphDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.visualize.graphs.graphDatabase" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.extras.visualize.graphs.graphDatabase.plot">
+<span class="sig-name descname"><span class="pre">plot</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/extras/visualize/graphs.html#graphDatabase.plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.extras.visualize.graphs.graphDatabase.plot" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.extras.visualize">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.extras.visualize" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-faulttolerantfrequentpattern-basic-package">
+<h1>PAMI.faultTolerantFrequentPattern.basic package<a class="headerlink" href="#pami-faulttolerantfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.faultTolerantFrequentPattern.basic.FTApriori">
+<span id="pami-faulttolerantfrequentpattern-basic-ftapriori-module"></span><h2>PAMI.faultTolerantFrequentPattern.basic.FTApriori module<a class="headerlink" href="#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.faultTolerantFrequentPattern.basic.FTApriori.</span></span><span class="sig-name descname"><span class="pre">FTApriori</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minLength</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">faultTolerance</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_faultTolerantFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FT-Apriori is one of the fundamental algorithm to discover fault-tolerant frequent patterns in a transactional database.
+This program employs apriori property (or downward closure property) to  reduce the search space effectively.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Pei, Jian &amp; Tung, Anthony &amp; Han, Jiawei. (2001). Fault-Tolerant Frequent Pattern Mining: Problems and Challenges.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of fault Tolerant frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of falut Tolerant frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>itemSup</strong> – int or float :
+Frequency of an item</p></li>
+<li><p><strong>minLength</strong> – int :
+minimum length of a pattern</p></li>
+<li><p><strong>faultTolerance</strong> – int</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FTApriori.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;itemSup&gt;<span class="w"> </span>&lt;minLength&gt;<span class="w"> </span>&lt;faultTolerance&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FTApriori.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">3</span>.0<span class="w"> </span><span class="m">3</span><span class="w"> </span><span class="m">1</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in times of minSup and count of database transactions</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">FTApriori</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FTApriori</span><span class="p">(</span><span class="n">inputFile</span><span class="p">,</span><span class="n">minSup</span><span class="p">,</span><span class="n">itemSup</span><span class="p">,</span><span class="n">minLength</span><span class="p">,</span><span class="n">faultTolerance</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of fault-tolerant frequent patterns:&quot;</span><span class="p">,</span>  <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span>  <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.mine" title="Link to this definition"></a></dt>
+<dd><p>Fault-tolerant frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.printResults" title="Link to this definition"></a></dt>
+<dd><p>This is function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csvfile</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTApriori.html#FTApriori.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.startMine" title="Link to this definition"></a></dt>
+<dd><p>Fault-tolerant frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth">
+<span id="pami-faulttolerantfrequentpattern-basic-ftfpgrowth-module"></span><h2>PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth module<a class="headerlink" href="#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.</span></span><span class="sig-name descname"><span class="pre">FTFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minLength</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">faultTolerance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_faultTolerantFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FPGrowth is one of the fundamental algorithm to discover frequent patterns in a transactional database.
+It stores the database in compressed fp-tree decreasing the memory usage and extracts the
+patterns from tree.It employs downward closure property to  reduce the search space effectively.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Han, J., Pei, J., Yin, Y. et al. Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern
+Tree Approach. Data  Mining and Knowledge Discovery 8, 53–87 (2004). <a class="reference external" href="https://doi.org/10.1023">https://doi.org/10.1023</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – file :
+Name of the Input file to mine complete set of fault Tolerant frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of falut Tolerant frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="simple">
+<dt>:param sep<span class="classifier">str :</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTime: float :</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime: float :</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in times of minSup and count of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">FTFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FTFPGrowth</span><span class="p">(</span><span class="n">inputFile</span><span class="p">,</span><span class="n">minSup</span><span class="p">,</span><span class="n">itemSup</span><span class="p">,</span><span class="n">minLength</span><span class="p">,</span><span class="n">faultTolerance</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html#FTFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.faultTolerantFrequentPattern.basic.abstract">
+<span id="pami-faulttolerantfrequentpattern-basic-abstract-module"></span><h2>PAMI.faultTolerantFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.faultTolerantFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.faultTolerantFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.faultTolerantFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.faultTolerantFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.faultTolerantFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+      <li class="breadcrumb-item active">PAMI.faultTolerantFrequentPattern package</li>
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+            <a href="_sources/PAMI.faultTolerantFrequentPattern.rst.txt" rel="nofollow"> View page source</a>
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+             
+  <section id="pami-faulttolerantfrequentpattern-package">
+<h1>PAMI.faultTolerantFrequentPattern package<a class="headerlink" href="#pami-faulttolerantfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html">PAMI.faultTolerantFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori">PAMI.faultTolerantFrequentPattern.basic.FTApriori module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori"><code class="docutils literal notranslate"><span class="pre">FTApriori</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FTApriori.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FTApriori.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatterns"><code class="docutils literal notranslate"><span class="pre">FTApriori.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FTApriori.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getRuntime"><code class="docutils literal notranslate"><span class="pre">FTApriori.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.mine"><code class="docutils literal notranslate"><span class="pre">FTApriori.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.printResults"><code class="docutils literal notranslate"><span class="pre">FTApriori.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.save"><code class="docutils literal notranslate"><span class="pre">FTApriori.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.startMine"><code class="docutils literal notranslate"><span class="pre">FTApriori.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">FTFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.abstract">PAMI.faultTolerantFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.faultTolerantFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.faultTolerantFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
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diff --git a/sphinx/_build/html/PAMI.frequentPattern.basic.html b/sphinx/_build/html/PAMI.frequentPattern.basic.html
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+  <title>PAMI.frequentPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+             
+  <section id="pami-frequentpattern-basic-package">
+<h1>PAMI.frequentPattern.basic package<a class="headerlink" href="#pami-frequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.basic.Apriori">
+<span id="pami-frequentpattern-basic-apriori-module"></span><h2>PAMI.frequentPattern.basic.Apriori module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.Apriori" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.basic.Apriori.</span></span><span class="sig-name descname"><span class="pre">Apriori</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Apriori is one of the fundamental algorithm to discover frequent patterns in a transactional database. This program employs apriori property (or downward closure property) to  reduce the search space effectively. This algorithm employs breadth-first search technique to find the complete set of frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Agrawal, R., Imieli ́nski, T., Swami, A.: Mining association rules between sets of items in large databases.
+In: SIGMOD. pp. 207–216 (1993), <a class="reference external" href="https://doi.org/10.1145/170035.170072">https://doi.org/10.1145/170035.170072</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>Apriori.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>Apriori.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.basic.Apriori</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">Apriori</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csvfile</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.Apriori.Apriori.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/Apriori.html#Apriori.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.Apriori.Apriori.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.basic.ECLAT">
+<span id="pami-frequentpattern-basic-eclat-module"></span><h2>PAMI.frequentPattern.basic.ECLAT module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.ECLAT" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.basic.ECLAT.</span></span><span class="sig-name descname"><span class="pre">ECLAT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>ECLAT is one of the fundamental algorithm to discover frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Mohammed Javeed Zaki: Scalable Algorithms for Association Mining. IEEE Trans. Knowl. Data Eng. 12(3):
+372-390 (2000), <a class="reference external" href="https://ieeexplore.ieee.org/document/846291">https://ieeexplore.ieee.org/document/846291</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLAT.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLAT.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.basic.ECLAT</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ECLAT</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Kundai  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.printResults" title="Link to this definition"></a></dt>
+<dd><p>Function used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csvfile</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLAT.ECLAT.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLAT.html#ECLAT.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLAT.ECLAT.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.basic.ECLATDiffset">
+<span id="pami-frequentpattern-basic-eclatdiffset-module"></span><h2>PAMI.frequentPattern.basic.ECLATDiffset module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.ECLATDiffset" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.basic.ECLATDiffset.</span></span><span class="sig-name descname"><span class="pre">ECLATDiffset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>ECLATDiffset uses diffset to extract the frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>KDD ‘03: Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
+August 2003 Pages 326–335 <a class="reference external" href="https://doi.org/10.1145/956750.956788">https://doi.org/10.1145/956750.956788</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLATDiffset.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLATDiffset.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id5">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.basic.ECLATDiffset</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ECLATDiffset</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id6">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Kundai under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csvfile</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATDiffset.html#ECLATDiffset.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.basic.ECLATbitset">
+<span id="pami-frequentpattern-basic-eclatbitset-module"></span><h2>PAMI.frequentPattern.basic.ECLATbitset module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.ECLATbitset" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.basic.ECLATbitset.</span></span><span class="sig-name descname"><span class="pre">ECLATbitset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>ECLATbitset is one of the fundamental algorithm to discover frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Mohammed Javeed Zaki: Scalable Algorithms for Association Mining. IEEE Trans. Knowl. Data Eng. 12(3):
+372-390 (2000), <a class="reference external" href="https://ieeexplore.ieee.org/document/846291">https://ieeexplore.ieee.org/document/846291</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id7">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id7" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLATbitset.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>ECLATbitset.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id8">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id8" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.basic.ECLATbitset</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">ECLATbitset</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id9">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id9" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Yudai Masu under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here
+# Bitset implementation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the outputfile
+:type outFile: file</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/ECLATbitset.html#ECLATbitset.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here
+We start with the scanning the itemSets and store the bitsets respectively.
+We form the combinations of single items and  check with minSup condition to check the frequency of patterns</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.basic.FPGrowth">
+<span id="pami-frequentpattern-basic-fpgrowth-module"></span><h2>PAMI.frequentPattern.basic.FPGrowth module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.FPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.basic.FPGrowth.</span></span><span class="sig-name descname"><span class="pre">FPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FPGrowth is one of the fundamental algorithm to discover frequent patterns in a transactional database. It stores the database in compressed fp-tree decreasing the memory usage and extracts the patterns from tree.It employs downward closure property to  reduce the search space effectively.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Han, J., Pei, J., Yin, Y. et al. Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern
+Tree Approach. Data  Mining and Knowledge Discovery 8, 53–87 (2004). <a class="reference external" href="https://doi.org/10.1023">https://doi.org/10.1023</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id10">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id10" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id11">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id11" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">FPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id12">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id12" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csvfile</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.basic.FPGrowth.FPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/basic/FPGrowth.html#FPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Starting the mining process</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.basic.abstract">
+<span id="pami-frequentpattern-basic-abstract-module"></span><h2>PAMI.frequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.frequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.frequentPattern.html" class="btn btn-neutral float-left" title="PAMI.frequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-frequentpattern-closed-package">
+<h1>PAMI.frequentPattern.closed package<a class="headerlink" href="#pami-frequentpattern-closed-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.closed.CHARM">
+<span id="pami-frequentpattern-closed-charm-module"></span><h2>PAMI.frequentPattern.closed.CHARM module<a class="headerlink" href="#module-PAMI.frequentPattern.closed.CHARM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.closed.CHARM.</span></span><span class="sig-name descname"><span class="pre">CHARM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CHARM is an algorithm to discover closed frequent patterns in a transactional database. Closed frequent patterns are patterns if there exists no superset that has the same support count as this original itemset. This algorithm employs depth-first search technique to find the complete set of closed frequent patterns in a</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Mohammed J. Zaki and Ching-Jui Hsiao, CHARM: An Efficient Algorithm for Closed Itemset Mining,
+Proceedings of the 2002 SIAM, SDM. 2002, 457-473, <a class="reference external" href="https://doi.org/10.1137/1.9781611972726.27">https://doi.org/10.1137/1.9781611972726.27</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>tidList<span class="classifier">dict</span></dt><dd><p>stores the timestamps of an item</p>
+</dd>
+<dt>hashing<span class="classifier">dict</span></dt><dd><p>stores the patterns with their support to check for the closed property</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CHARM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CHARM.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.frequentPattern.closed</span> <span class="kn">import</span> <span class="n">CHARM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CHARM</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Closed Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here by extracting the frequent patterns from the database. It performs prefix
+equivalence to generate the combinations and closed frequent patterns.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csvfile</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.closed.CHARM.CHARM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/closed/CHARM.html#CHARM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.closed.CHARM.CHARM.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here by extracting the frequent patterns from the database. It performs prefix
+equivalence to generate the combinations and closed frequent patterns.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.closed.abstract">
+<span id="pami-frequentpattern-closed-abstract-module"></span><h2>PAMI.frequentPattern.closed.abstract module<a class="headerlink" href="#module-PAMI.frequentPattern.closed.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.closed">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.closed" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-frequentpattern-cuda-package">
+<h1>PAMI.frequentPattern.cuda package<a class="headerlink" href="#pami-frequentpattern-cuda-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-abstract-module">
+<h2>PAMI.frequentPattern.cuda.abstract module<a class="headerlink" href="#pami-frequentpattern-cuda-abstract-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cuapriori-module">
+<h2>PAMI.frequentPattern.cuda.cuApriori module<a class="headerlink" href="#pami-frequentpattern-cuda-cuapriori-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cuaprioribit-module">
+<h2>PAMI.frequentPattern.cuda.cuAprioriBit module<a class="headerlink" href="#pami-frequentpattern-cuda-cuaprioribit-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cueclat-module">
+<h2>PAMI.frequentPattern.cuda.cuEclat module<a class="headerlink" href="#pami-frequentpattern-cuda-cueclat-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cueclatbit-module">
+<h2>PAMI.frequentPattern.cuda.cuEclatBit module<a class="headerlink" href="#pami-frequentpattern-cuda-cueclatbit-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cudaapriorigct-module">
+<h2>PAMI.frequentPattern.cuda.cudaAprioriGCT module<a class="headerlink" href="#pami-frequentpattern-cuda-cudaapriorigct-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cudaaprioritid-module">
+<h2>PAMI.frequentPattern.cuda.cudaAprioriTID module<a class="headerlink" href="#pami-frequentpattern-cuda-cudaaprioritid-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-cuda-cudaeclatgct-module">
+<h2>PAMI.frequentPattern.cuda.cudaEclatGCT module<a class="headerlink" href="#pami-frequentpattern-cuda-cudaeclatgct-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.cuda">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.cuda" title="Link to this heading"></a></h2>
+</section>
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diff --git a/sphinx/_build/html/PAMI.frequentPattern.html b/sphinx/_build/html/PAMI.frequentPattern.html
new file mode 100644
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
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+</ul>
+
+        </div>
+      </div>
+    </nav>
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+          <li class="breadcrumb-item"><a href="PAMI.html">PAMI package</a></li>
+      <li class="breadcrumb-item active">PAMI.frequentPattern package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.frequentPattern.rst.txt" rel="nofollow"> View page source</a>
+      </li>
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+             
+  <section id="pami-frequentpattern-package">
+<h1>PAMI.frequentPattern package<a class="headerlink" href="#pami-frequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.basic.html">PAMI.frequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.Apriori">PAMI.frequentPattern.basic.Apriori module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori"><code class="docutils literal notranslate"><span class="pre">Apriori</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">Apriori.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">Apriori.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatterns"><code class="docutils literal notranslate"><span class="pre">Apriori.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">Apriori.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getRuntime"><code class="docutils literal notranslate"><span class="pre">Apriori.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.mine"><code class="docutils literal notranslate"><span class="pre">Apriori.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.printResults"><code class="docutils literal notranslate"><span class="pre">Apriori.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.save"><code class="docutils literal notranslate"><span class="pre">Apriori.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.startMine"><code class="docutils literal notranslate"><span class="pre">Apriori.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLAT">PAMI.frequentPattern.basic.ECLAT module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT"><code class="docutils literal notranslate"><span class="pre">ECLAT</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ECLAT.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ECLAT.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatterns"><code class="docutils literal notranslate"><span class="pre">ECLAT.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ECLAT.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getRuntime"><code class="docutils literal notranslate"><span class="pre">ECLAT.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.mine"><code class="docutils literal notranslate"><span class="pre">ECLAT.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.printResults"><code class="docutils literal notranslate"><span class="pre">ECLAT.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.save"><code class="docutils literal notranslate"><span class="pre">ECLAT.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.startMine"><code class="docutils literal notranslate"><span class="pre">ECLAT.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATDiffset">PAMI.frequentPattern.basic.ECLATDiffset module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatterns"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getRuntime"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.mine"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.printResults"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.save"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.startMine"><code class="docutils literal notranslate"><span class="pre">ECLATDiffset.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATbitset">PAMI.frequentPattern.basic.ECLATbitset module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset"><code class="docutils literal notranslate"><span class="pre">ECLATbitset</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatterns"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getRuntime"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.mine"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.printResults"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.save"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.startMine"><code class="docutils literal notranslate"><span class="pre">ECLATbitset.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.FPGrowth">PAMI.frequentPattern.basic.FPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth"><code class="docutils literal notranslate"><span class="pre">FPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">FPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">FPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">FPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">FPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.save"><code class="docutils literal notranslate"><span class="pre">FPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">FPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.abstract">PAMI.frequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.closed.html">PAMI.frequentPattern.closed package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.CHARM">PAMI.frequentPattern.closed.CHARM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM"><code class="docutils literal notranslate"><span class="pre">CHARM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CHARM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CHARM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatterns"><code class="docutils literal notranslate"><span class="pre">CHARM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CHARM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getRuntime"><code class="docutils literal notranslate"><span class="pre">CHARM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.mine"><code class="docutils literal notranslate"><span class="pre">CHARM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.printResults"><code class="docutils literal notranslate"><span class="pre">CHARM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.save"><code class="docutils literal notranslate"><span class="pre">CHARM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.startMine"><code class="docutils literal notranslate"><span class="pre">CHARM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.abstract">PAMI.frequentPattern.closed.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.cuda.html">PAMI.frequentPattern.cuda package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-abstract-module">PAMI.frequentPattern.cuda.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cuapriori-module">PAMI.frequentPattern.cuda.cuApriori module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cuaprioribit-module">PAMI.frequentPattern.cuda.cuAprioriBit module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cueclat-module">PAMI.frequentPattern.cuda.cuEclat module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cueclatbit-module">PAMI.frequentPattern.cuda.cuEclatBit module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaapriorigct-module">PAMI.frequentPattern.cuda.cudaAprioriGCT module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaaprioritid-module">PAMI.frequentPattern.cuda.cudaAprioriTID module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaeclatgct-module">PAMI.frequentPattern.cuda.cudaEclatGCT module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#module-PAMI.frequentPattern.cuda">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.maximal.html">PAMI.frequentPattern.maximal package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.MaxFPGrowth">PAMI.frequentPattern.maximal.MaxFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">MaxFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.abstract">PAMI.frequentPattern.maximal.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html">PAMI.frequentPattern.pyspark package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-abstract-module">PAMI.frequentPattern.pyspark.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-parallelapriori-module">PAMI.frequentPattern.pyspark.parallelApriori module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-paralleleclat-module">PAMI.frequentPattern.pyspark.parallelECLAT module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-parallelfpgrowth-module">PAMI.frequentPattern.pyspark.parallelFPGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#module-PAMI.frequentPattern.pyspark">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.topk.html">PAMI.frequentPattern.topk package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.FAE">PAMI.frequentPattern.topk.FAE module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE"><code class="docutils literal notranslate"><span class="pre">FAE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FAE.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FAE.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatterns"><code class="docutils literal notranslate"><span class="pre">FAE.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FAE.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getRuntime"><code class="docutils literal notranslate"><span class="pre">FAE.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.mine"><code class="docutils literal notranslate"><span class="pre">FAE.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.printTOPK"><code class="docutils literal notranslate"><span class="pre">FAE.printTOPK()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.save"><code class="docutils literal notranslate"><span class="pre">FAE.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.startMine"><code class="docutils literal notranslate"><span class="pre">FAE.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.abstract">PAMI.frequentPattern.topk.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.frequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-frequentpattern-maximal-package">
+<h1>PAMI.frequentPattern.maximal package<a class="headerlink" href="#pami-frequentpattern-maximal-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.maximal.MaxFPGrowth">
+<span id="pami-frequentpattern-maximal-maxfpgrowth-module"></span><h2>PAMI.frequentPattern.maximal.MaxFPGrowth module<a class="headerlink" href="#module-PAMI.frequentPattern.maximal.MaxFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.maximal.MaxFPGrowth.</span></span><span class="sig-name descname"><span class="pre">MaxFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>MaxFP-Growth is one of the fundamental algorithm to discover maximal frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Grahne, G. and Zhu, J., “High Performance Mining of Maximal Frequent itemSets”,
+<a class="reference external" href="http://users.encs.concordia.ca/~grahne/papers/hpdm03.pdf">http://users.encs.concordia.ca/~grahne/papers/hpdm03.pdf</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>MaxFPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>MaxFPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.frequentPattern.maximal</span> <span class="kn">import</span> <span class="n">MaxFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">MaxFPGrowth</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This functon is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file
+:param outFile: name of the output file
+:type outFile: csvfile</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html#MaxFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.maximal.abstract">
+<span id="pami-frequentpattern-maximal-abstract-module"></span><h2>PAMI.frequentPattern.maximal.abstract module<a class="headerlink" href="#module-PAMI.frequentPattern.maximal.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.maximal">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.maximal" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.frequentPattern.cuda.html" class="btn btn-neutral float-left" title="PAMI.frequentPattern.cuda package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
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+  <section id="pami-frequentpattern-pyspark-package">
+<h1>PAMI.frequentPattern.pyspark package<a class="headerlink" href="#pami-frequentpattern-pyspark-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-pyspark-abstract-module">
+<h2>PAMI.frequentPattern.pyspark.abstract module<a class="headerlink" href="#pami-frequentpattern-pyspark-abstract-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-pyspark-parallelapriori-module">
+<h2>PAMI.frequentPattern.pyspark.parallelApriori module<a class="headerlink" href="#pami-frequentpattern-pyspark-parallelapriori-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-pyspark-paralleleclat-module">
+<h2>PAMI.frequentPattern.pyspark.parallelECLAT module<a class="headerlink" href="#pami-frequentpattern-pyspark-paralleleclat-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-frequentpattern-pyspark-parallelfpgrowth-module">
+<h2>PAMI.frequentPattern.pyspark.parallelFPGrowth module<a class="headerlink" href="#pami-frequentpattern-pyspark-parallelfpgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.pyspark">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.pyspark" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-frequentpattern-topk-package">
+<h1>PAMI.frequentPattern.topk package<a class="headerlink" href="#pami-frequentpattern-topk-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.topk.FAE">
+<span id="pami-frequentpattern-topk-fae-module"></span><h2>PAMI.frequentPattern.topk.FAE module<a class="headerlink" href="#module-PAMI.frequentPattern.topk.FAE" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.frequentPattern.topk.FAE.</span></span><span class="sig-name descname"><span class="pre">FAE</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Top - K is and algorithm to discover top frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Zhi-Hong Deng, Guo-Dong Fang: Mining Top-Rank-K Frequent Patterns: DOI: 10.1109/ICMLC.2007.4370261 · Source: IEEE Xplore
+<a class="reference external" href="https://ieeexplore.ieee.org/document/4370261">https://ieeexplore.ieee.org/document/4370261</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>k</strong> – int :
+User specified count of top frequent patterns</p></li>
+<li><p><strong>minimum</strong> – int :
+Minimum number of frequent patterns to consider in analysis</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FAE.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;K&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FAE.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>k will be considered as count of top frequent patterns to consider in analysis</p>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.topK.FAE</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FAE</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">K</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">topKFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">topKFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3>Credits:<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.mine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.printTOPK">
+<span class="sig-name descname"><span class="pre">printTOPK</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.printTOPK"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.printTOPK" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.frequentPattern.topk.FAE.FAE.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/frequentPattern/topk/FAE.html#FAE.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.frequentPattern.topk.FAE.FAE.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.frequentPattern.topk.abstract">
+<span id="pami-frequentpattern-topk-abstract-module"></span><h2>PAMI.frequentPattern.topk.abstract module<a class="headerlink" href="#module-PAMI.frequentPattern.topk.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.frequentPattern.topk">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.frequentPattern.topk" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.frequentPattern.pyspark.html" class="btn btn-neutral float-left" title="PAMI.frequentPattern.pyspark package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+  <title>PAMI.fuzzyCorrelatedPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-fuzzycorrelatedpattern-basic-package">
+<h1>PAMI.fuzzyCorrelatedPattern.basic package<a class="headerlink" href="#pami-fuzzycorrelatedpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth">
+<span id="pami-fuzzycorrelatedpattern-basic-fcpgrowth-module"></span><h2>PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth module<a class="headerlink" href="#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.Element">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.</span></span><span class="sig-name descname"><span class="pre">Element</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">IUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">RUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#Element"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.Element" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class represents an Element of a fuzzy list</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>tid<span class="classifier">int</span></dt><dd><p>keep tact of transaction id</p>
+</dd>
+<dt>IUtils: float</dt><dd><p>the utility of a fuzzy item in the transaction</p>
+</dd>
+<dt>RUtil<span class="classifier">float</span></dt><dd><p>the neighbourhood resting value of a fuzzy item in the transaction</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.</span></span><span class="sig-name descname"><span class="pre">FCPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minAllConf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_corelatedFuzzyFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FCPGrowth is the algorithm to discover Correlated Fuzzy-frequent patterns in a transactional database.
+it is based on traditional fuzzy frequent pattern mining.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Lin, N.P., &amp; Chueh, H. (2007). Fuzzy correlation rules mining.
+<a class="reference external" href="https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.416.6053&amp;rep=rep1&amp;type=pdf">https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.416.6053&amp;rep=rep1&amp;type=pdf</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>minAllConf</strong> – float :
+The user can specify minAllConf values within the range (0, 1).</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">int</span></dt><dd><p>The user given support</p>
+</dd>
+<dt>minAllConf: float</dt><dd><p>user Specified minAllConf( should be in range 0 and 1)</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTimeTime:float</dt><dd><p>To record the startTime time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt: int</dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsLowSum: map</dt><dd><p>To keep track of low region values of items</p>
+</dd>
+<dt>mapItemsMidSum: map</dt><dd><p>To keep track of middle region values of items</p>
+</dd>
+<dt>mapItemsHighSum: map</dt><dd><p>To keep track of high region values of items</p>
+</dd>
+<dt>mapItemSum: map</dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions: map</dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>jointCnt: int</dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize: int</dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startTimeMine()</dt><dd><p>Mining process will startTime from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRatio(self, prefix, prefixLen, item)</dt><dd><p>Method to calculate the ration of itemSet</p>
+</dd>
+<dt>convert(value):</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,ratio)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FCPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;minAllConf&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FCPGrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">0</span>.2
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.fuzzyCorrelatedPattern.basic</span> <span class="kn">import</span> <span class="n">FCPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FCPGrowth</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mf">0.4</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">correlatedFuzzyFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">correlatedFuzzyFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will startTime from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#FCPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will startTime from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.main">
+<span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html#main"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.main" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyCorrelatedPattern.basic.abstract">
+<span id="pami-fuzzycorrelatedpattern-basic-abstract-module"></span><h2>PAMI.fuzzyCorrelatedPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyCorrelatedPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyCorrelatedPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyCorrelatedPattern.basic" title="Link to this heading"></a></h2>
+</section>
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diff --git a/sphinx/_build/html/PAMI.fuzzyCorrelatedPattern.html b/sphinx/_build/html/PAMI.fuzzyCorrelatedPattern.html
new file mode 100644
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-fuzzycorrelatedpattern-package">
+<h1>PAMI.fuzzyCorrelatedPattern package<a class="headerlink" href="#pami-fuzzycorrelatedpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html">PAMI.fuzzyCorrelatedPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.Element"><code class="docutils literal notranslate"><span class="pre">Element</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth"><code class="docutils literal notranslate"><span class="pre">FCPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.save"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">FCPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.main"><code class="docutils literal notranslate"><span class="pre">main()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.abstract">PAMI.fuzzyCorrelatedPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.fuzzyCorrelatedPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyCorrelatedPattern" title="Link to this heading"></a></h2>
+</section>
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diff --git a/sphinx/_build/html/PAMI.fuzzyFrequentPattern.basic.html b/sphinx/_build/html/PAMI.fuzzyFrequentPattern.basic.html
new file mode 100644
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+             
+  <section id="pami-fuzzyfrequentpattern-basic-package">
+<h1>PAMI.fuzzyFrequentPattern.basic package<a class="headerlink" href="#pami-fuzzyfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyFrequentPattern.basic.FFIMiner">
+<span id="pami-fuzzyfrequentpattern-basic-ffiminer-module"></span><h2>PAMI.fuzzyFrequentPattern.basic.FFIMiner module<a class="headerlink" href="#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyFrequentPattern.basic.FFIMiner.</span></span><span class="sig-name descname"><span class="pre">FFIMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzyFrequentPattenrs</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem
+to its huge search space.we are using efficient pruning techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Lin, Chun-Wei &amp; Li, Ting &amp; Fournier Viger, Philippe &amp; Hong, Tzung-Pei. (2015).
+A fast Algorithm for mining fuzzy frequent itemsets. Journal of Intelligent &amp; Fuzzy Systems. 29.
+2373-2379. 10.3233/IFS-151936.
+<a class="reference external" href="https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets">https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>fuzFile</strong> – str :
+The user can specify fuzFile.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">string</span></dt><dd><p>Name of the input file to mine complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>fmFile<span class="classifier">string</span></dt><dd><p>Name of the fuzzy membership file to mine complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">string</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt: int</dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemSum: map</dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>joinsCnt: int</dt><dd><p>To keep track of the number of ffi-list that was constructed</p>
+</dd>
+<dt>BufferSize: int</dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>compareItems(o1, o2)</dt><dd><p>A Function that sort all ffi-list in ascending order of Support</p>
+</dd>
+<dt>FSFIMining(prefix, prefixLen, FSFIM, minSup)</dt><dd><p>Method generate ffi from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FFIMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;separator&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFIMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">6</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.fuzzyFrequentPattern</span> <span class="kn">import</span> <span class="n">FFIMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FFIMiner</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">fuzzyFrequentPattern</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fuzzyFrequentPattern</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>dictionary of frequent patterns</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner.html#FFIMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old">
+<span id="pami-fuzzyfrequentpattern-basic-ffiminer-old-module"></span><h2>PAMI.fuzzyFrequentPattern.basic.FFIMiner_old module<a class="headerlink" href="#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.</span></span><span class="sig-name descname"><span class="pre">FFIMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzyFrequentPattenrs</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem
+to its huge search space.we are using efficient pruning techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Lin, Chun-Wei &amp; Li, Ting &amp; Fournier Viger, Philippe &amp; Hong, Tzung-Pei. (2015).
+A fast Algorithm for mining fuzzy frequent itemsets. Journal of Intelligent &amp; Fuzzy Systems. 29.
+2373-2379. 10.3233/IFS-151936.
+<a class="reference external" href="https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets">https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>fuzFile</strong> – str :
+The user can specify fuzFile.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">string</span></dt><dd><p>Name of the input file to mine complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>fmFile<span class="classifier">string</span></dt><dd><p>Name of the fuzzy membership file to mine complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">string</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy  frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt: int</dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsLowSum: map</dt><dd><p>To keep track of low region values of items</p>
+</dd>
+<dt>mapItemsMidSum: map</dt><dd><p>To keep track of middle region values of items</p>
+</dd>
+<dt>mapItemsHighSum: map</dt><dd><p>To keep track of high region values of items</p>
+</dd>
+<dt>mapItemSum: map</dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions: map</dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>jointCnt: int</dt><dd><p>To keep track of the number of ffi-list that was constructed</p>
+</dd>
+<dt>BufferSize: int</dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>compareItems(o1, o2)</dt><dd><p>A Function that sort all ffi-list in ascending order of Support</p>
+</dd>
+<dt>FSFIMining(prefix, prefixLen, FSFIM, minSup)</dt><dd><p>Method generate ffi from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FFIMinerMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;separator&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFIMinerMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">6</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFIMinerMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">0</span>.3
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyFrequentPattern import FFIMiner as alg</p>
+<p>obj = alg.FFIMiner(“input.txt”, “fuzzyMembership.txt” 2)</p>
+<p>obj.mine()</p>
+<p>fuzzyFrequentPattern = obj.getPatterns()</p>
+<p>print(“Total number of Fuzzy Frequent Patterns:”, len(fuzzyFrequentPattern))</p>
+<p>obj.save(“outputFile”)</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html#FFIMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyFrequentPattern.basic.abstract">
+<span id="pami-fuzzyfrequentpattern-basic-abstract-module"></span><h2>PAMI.fuzzyFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-fuzzyfrequentpattern-package">
+<h1>PAMI.fuzzyFrequentPattern package<a class="headerlink" href="#pami-fuzzyfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html">PAMI.fuzzyFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner">PAMI.fuzzyFrequentPattern.basic.FFIMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner"><code class="docutils literal notranslate"><span class="pre">FFIMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.mine"><code class="docutils literal notranslate"><span class="pre">FFIMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FFIMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.save"><code class="docutils literal notranslate"><span class="pre">FFIMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FFIMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner"><code class="docutils literal notranslate"><span class="pre">FFIMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FFIMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.mine"><code class="docutils literal notranslate"><span class="pre">FFIMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FFIMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.save"><code class="docutils literal notranslate"><span class="pre">FFIMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FFIMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.abstract">PAMI.fuzzyFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.fuzzyFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-fuzzygeoreferencedfrequentpattern-basic-package">
+<h1>PAMI.fuzzyGeoreferencedFrequentPattern.basic package<a class="headerlink" href="#pami-fuzzygeoreferencedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner">
+<span id="pami-fuzzygeoreferencedfrequentpattern-basic-ffspminer-module"></span><h2>PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.</span></span><span class="sig-name descname"><span class="pre">FFSPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzySpatialFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns
+which is on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Reference: P. Veena, B. S. Chithra, R. U. Kiran, S. Agarwal and K. Zettsu, “Discovering Fuzzy Frequent
+Spatial Patterns in Large Quantitative Spatiotemporal databases,” 2021 IEEE International Conference on Fuzzy Systems
+(FUZZ-IEEE), 2021, pp. 1-8, doi: 10.1109/FUZZ45933.2021.9494594.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>neighbors<span class="classifier">map</span></dt><dd><p>keep track of neighbours of elements</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemSum<span class="classifier">map</span></dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions<span class="classifier">map</span></dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>joinsCnt<span class="classifier">int</span></dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize<span class="classifier">int</span></dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer<span class="classifier">list</span></dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>Intersection(neighbourX,neighbourY)</dt><dd><p>Return common neighbours of 2 itemSet Neighbours</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FFSPMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbours&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFSPMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">3</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.fuzzyGeoreferencedFrequentPattern</span> <span class="kn">import</span> <span class="n">FFSPMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FFSPMiner</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;neighbours.txt&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">fuzzySpatialFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of fuzzy frequent spatial patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fuzzySpatialFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html#FFSPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old">
+<span id="pami-fuzzygeoreferencedfrequentpattern-basic-ffspminer-old-module"></span><h2>PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.</span></span><span class="sig-name descname"><span class="pre">FFSPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzySpatialFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns
+which is on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+</dl>
+<dl class="simple">
+<dt>Reference:   Reference: P. Veena, B. S. Chithra, R. U. Kiran, S. Agarwal and K. Zettsu, “Discovering Fuzzy Frequent</dt><dd><p>Spatial Patterns in Large Quantitative Spatiotemporal databases,” 2021 IEEE International Conference on Fuzzy Systems
+(FUZZ-IEEE), 2021, pp. 1-8, doi: 10.1109/FUZZ45933.2021.9494594.</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>neighbors<span class="classifier">map</span></dt><dd><p>keep track of neighbours of elements</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsLowSum<span class="classifier">map</span></dt><dd><p>To keep track of low region values of items</p>
+</dd>
+<dt>mapItemsMidSum<span class="classifier">map</span></dt><dd><p>To keep track of middle region values of items</p>
+</dd>
+<dt>mapItemsHighSum<span class="classifier">map</span></dt><dd><p>To keep track of high region values of items</p>
+</dd>
+<dt>mapItemSum<span class="classifier">map</span></dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions<span class="classifier">map</span></dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>joinsCnt<span class="classifier">int</span></dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize<span class="classifier">int</span></dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer<span class="classifier">list</span></dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>Intersection(neighbourX,neighbourY)</dt><dd><p>Return common neighbours of 2 itemSet Neighbours</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FFSPMiner_old.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbours&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFSPMiner_old.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">3</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFSPMiner_old.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">0</span>.3
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FFSPMiner_old.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">3</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyGeoreferencedFrequentPattern import FFSPMiner as alg</p>
+<p>obj = alg.FFSPMiner(“input.txt”, “neighbours.txt”, 2)</p>
+<p>obj.mine()</p>
+<p>fuzzySpatialFrequentPatterns = obj.getPatterns()</p>
+<p>print(“Total number of fuzzy frequent spatial patterns:”, len(fuzzySpatialFrequentPatterns))</p>
+<p>obj.save(“outputFile”)</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html#FFSPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract">
+<span id="pami-fuzzygeoreferencedfrequentpattern-basic-abstract-module"></span><h2>PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-fuzzygeoreferencedfrequentpattern-package">
+<h1>PAMI.fuzzyGeoreferencedFrequentPattern package<a class="headerlink" href="#pami-fuzzygeoreferencedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html">PAMI.fuzzyGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner"><code class="docutils literal notranslate"><span class="pre">FFSPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.save"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner"><code class="docutils literal notranslate"><span class="pre">FFSPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.save"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FFSPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
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+</section>
+<section id="module-PAMI.fuzzyGeoreferencedFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-fuzzygeoreferencedperiodicfrequentpattern-basic-package">
+<h1>PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-fuzzygeoreferencedperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner">
+<span id="pami-fuzzygeoreferencedperiodicfrequentpattern-basic-fgpfpminer-module"></span><h2>PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.</span></span><span class="sig-name descname"><span class="pre">FGPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzySpatialFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns
+which is on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>FuzFile</strong> – str :
+The user can specify fuzFile.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>neighbors<span class="classifier">map</span></dt><dd><p>keep track of neighbours of elements</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemSum<span class="classifier">map</span></dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>joinsCnt<span class="classifier">int</span></dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize<span class="classifier">int</span></dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>Intersection(neighbourX,neighbourY)</dt><dd><p>Return common neighbours of 2 itemSet Neighbours</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FGPFPMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbours&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FGPFPMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">3</span><span class="w"> </span><span class="m">4</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern</span> <span class="kn">import</span> <span class="n">FGPFPMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">FFSPMiner</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;neighbours.txt&quot;</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of fuzzy frequent spatial patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputFile&quot;</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra and Kundai Kwangwari under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the result</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html#FGPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old">
+<span id="pami-fuzzygeoreferencedperiodicfrequentpattern-basic-fgpfpminer-old-module"></span><h2>PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.</span></span><span class="sig-name descname"><span class="pre">FGPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">FuzFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzySpatialFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns
+which is on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>FuzFile</strong> – str :
+The user can specify fuzFile.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>neighbors<span class="classifier">map</span></dt><dd><p>keep track of neighbours of elements</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemSum<span class="classifier">map</span></dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions<span class="classifier">map</span></dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>joinsCnt<span class="classifier">int</span></dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize<span class="classifier">int</span></dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>Intersection(neighbourX,neighbourY)</dt><dd><p>Return common neighbours of 2 itemSet Neighbours</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FGPFPMiner_old.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbours&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FGPFPMiner_old.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">3</span><span class="w"> </span><span class="m">4</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyGeoreferencedPeriodicFrequentPattern import FGPFPMiner as alg</p>
+<p>obj = alg.FFSPMiner(“input.txt”, “neighbours.txt”, 3, 4)</p>
+<p>obj.mine()</p>
+<p>print(“Total number of fuzzy frequent spatial patterns:”, len(obj.getPatterns()))</p>
+<p>obj.save(“outputFile”)</p>
+<p>print(“Total Memory in USS:”, obj.getMemoryUSS())</p>
+<p>print(“Total Memory in RSS”, obj.getMemoryRSS())</p>
+<p>print(“Total ExecutionTime in seconds:”, obj.getRuntime())</p>
+</div></blockquote>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra and Kundai Kwangwari under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateGraphs">
+<span class="sig-name descname"><span class="pre">generateGraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.generateGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateGraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateLatexCode">
+<span class="sig-name descname"><span class="pre">generateLatexCode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.generateLatexCode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateLatexCode" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataframe">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataframe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getPatternsAsDataframe"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataframe" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html#FGPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract">
+<span id="pami-fuzzygeoreferencedperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="PAMI.fuzzyPartialPeriodicPatterns.html" class="btn btn-neutral float-right" title="PAMI.fuzzyPartialPeriodicPatterns package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
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+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+          
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+            PAMI
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
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+  <section id="pami-fuzzygeoreferencedperiodicfrequentpattern-package">
+<h1>PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package<a class="headerlink" href="#pami-fuzzygeoreferencedperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateGraphs"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.generateGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateLatexCode"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.generateLatexCode()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataframe"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getPatternsAsDataframe()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FGPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-fuzzypartialperiodicpatterns-basic-package">
+<h1>PAMI.fuzzyPartialPeriodicPatterns.basic package<a class="headerlink" href="#pami-fuzzypartialperiodicpatterns-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner">
+<span id="pami-fuzzypartialperiodicpatterns-basic-f3pminer-module"></span><h2>PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner module<a class="headerlink" href="#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.</span></span><span class="sig-name descname"><span class="pre">F3PMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzyPartialPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>F3PMiner algorithm discovers the fuzzy partial periodic patterns in quantitative Irregulat multiple timeseries databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">string</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">string</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minimum support</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsGSum<span class="classifier">map</span></dt><dd><p>To keep track of G region values of items</p>
+</dd>
+<dt>mapItemsMidSum: map</dt><dd><p>To keep track of M region values of items</p>
+</dd>
+<dt>mapItemsHSum: map</dt><dd><p>To keep track of H region values of items</p>
+</dd>
+<dt>mapItemSum: map</dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions: map</dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>joinsCnt: int</dt><dd><p>To keep track of the number of ffi-list that was constructed</p>
+</dd>
+<dt>BufferSize: int</dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>compareItems(o1, o2)</dt><dd><p>A Function that sort all ffi-list in ascending order of Support</p>
+</dd>
+<dt>F3PMining(prefix, prefixLen, FSFIM, minSup)</dt><dd><p>Method generate ffi from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(uList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>F3PMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;separator&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>F3PMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">6</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyPartialPeriodicPatterns import F3PMiner as alg</p>
+<p>obj = alg.F3PMiner(“input.txt”, 2)</p>
+<p>obj.mine()</p>
+<p>fuzzyPartialPeriodicPatterns = obj.getPatterns()</p>
+<p>print(“Total number of Fuzzy Frequent Patterns:”, len(fuzzyPartialPeriodicPatterns))</p>
+<p>obj.save(“outputFile”)</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by PALLA Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html#F3PMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>fuzzy-Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract">
+<span id="pami-fuzzypartialperiodicpatterns-basic-abstract-module"></span><h2>PAMI.fuzzyPartialPeriodicPatterns.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyPartialPeriodicPatterns.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyPartialPeriodicPatterns.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-fuzzypartialperiodicpatterns-package">
+<h1>PAMI.fuzzyPartialPeriodicPatterns package<a class="headerlink" href="#pami-fuzzypartialperiodicpatterns-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html">PAMI.fuzzyPartialPeriodicPatterns.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner"><code class="docutils literal notranslate"><span class="pre">F3PMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">F3PMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">F3PMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">F3PMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">F3PMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">F3PMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.mine"><code class="docutils literal notranslate"><span class="pre">F3PMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.printResults"><code class="docutils literal notranslate"><span class="pre">F3PMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.save"><code class="docutils literal notranslate"><span class="pre">F3PMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.startMine"><code class="docutils literal notranslate"><span class="pre">F3PMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract">PAMI.fuzzyPartialPeriodicPatterns.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.fuzzyPartialPeriodicPatterns">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyPartialPeriodicPatterns" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.fuzzyPeriodicFrequentPattern.basic.html b/sphinx/_build/html/PAMI.fuzzyPeriodicFrequentPattern.basic.html
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+  <title>PAMI.fuzzyPeriodicFrequentPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-fuzzyperiodicfrequentpattern-basic-package">
+<h1>PAMI.fuzzyPeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-fuzzyperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner">
+<span id="pami-fuzzyperiodicfrequentpattern-basic-fpfpminer-module"></span><h2>PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner module<a class="headerlink" href="#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.</span></span><span class="sig-name descname"><span class="pre">FPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzyPeriodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Periodic Frequent Pattern Miner is desired to find all fuzzy periodic frequent patterns which is
+on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. U. Kiran et al., “Discovering Fuzzy Periodic-Frequent Patterns in Quantitative Temporal Databases,”
+2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, UK, 2020, pp.
+1-8, doi: 10.1109/FUZZ48607.2020.9177579.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given support</p>
+</dd>
+<dt>period: int</dt><dd><p>periodicity of an element</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt: int</dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsLowSum: map</dt><dd><p>To keep track of low region values of items</p>
+</dd>
+<dt>mapItemsMidSum: map</dt><dd><p>To keep track of middle region values of items</p>
+</dd>
+<dt>mapItemsHighSum: map</dt><dd><p>To keep track of high region values of items</p>
+</dd>
+<dt>mapItemSum: map</dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions: map</dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>jointCnt: int</dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize: int</dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+<dt>maxTID: int</dt><dd><p>represent the maximum tid of the database</p>
+</dd>
+<dt>lastTIDs: map</dt><dd><p>represent the last tid of fuzzy items</p>
+</dd>
+<dt>itemsToRegion: map</dt><dd><p>represent items with respective regions</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value):</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(UList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPFPMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FPFPMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">3</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</p>
+<p>obj =alg.FPFPMiner(“input.txt”,2,3)</p>
+<p>obj.mine()</p>
+<p>periodicFrequentPatterns = obj.getPatterns()</p>
+<p>print(“Total number of Fuzzy Periodic Frequent Patterns:”, len(periodicFrequentPatterns))</p>
+<p>obj.save(“output.txt”)</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Sai Chitra.B under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Fuzzy periodic Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html#FPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Fuzzy periodic Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old">
+<span id="pami-fuzzyperiodicfrequentpattern-basic-fpfpminer-old-module"></span><h2>PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old module<a class="headerlink" href="#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.</span></span><span class="sig-name descname"><span class="pre">FPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_fuzzyPeriodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Fuzzy Periodic Frequent Pattern Miner is desired to find all fuzzy periodic frequent patterns which is
+on-trivial and challenging problem to its huge search space.we are using efficient pruning
+techniques to reduce the search space.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the oFile file to store complete set of fuzzy spatial frequent patterns</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given support</p>
+</dd>
+<dt>period<span class="classifier">int</span></dt><dd><p>periodicity of an element</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>itemsCnt<span class="classifier">int</span></dt><dd><p>To record the number of fuzzy spatial itemSets generated</p>
+</dd>
+<dt>mapItemsLowSum<span class="classifier">map</span></dt><dd><p>To keep track of low region values of items</p>
+</dd>
+<dt>mapItemsMidSum<span class="classifier">map</span></dt><dd><p>To keep track of middle region values of items</p>
+</dd>
+<dt>mapItemsHighSum<span class="classifier">map</span></dt><dd><p>To keep track of high region values of items</p>
+</dd>
+<dt>mapItemSum<span class="classifier">map</span></dt><dd><p>To keep track of sum of Fuzzy Values of items</p>
+</dd>
+<dt>mapItemRegions<span class="classifier">map</span></dt><dd><p>To Keep track of fuzzy regions of item</p>
+</dd>
+<dt>joinsCnt<span class="classifier">int</span></dt><dd><p>To keep track of the number of FFI-list that was constructed</p>
+</dd>
+<dt>BufferSize<span class="classifier">int</span></dt><dd><p>represent the size of Buffer</p>
+</dd>
+<dt>itemSetBuffer list</dt><dd><p>to keep track of items in buffer</p>
+</dd>
+<dt>maxTID<span class="classifier">int</span></dt><dd><p>represent the maximum tid of the database</p>
+</dd>
+<dt>lastTIDs<span class="classifier">map</span></dt><dd><p>represent the last tid of fuzzy items</p>
+</dd>
+<dt>itemsToRegion<span class="classifier">map</span></dt><dd><p>represent items with respective regions</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>FSFIMining( prefix, prefixLen, fsFim, minSup)</dt><dd><p>Method generate FFI from prefix</p>
+</dd>
+<dt>construct(px, py)</dt><dd><p>A function to construct Fuzzy itemSet from 2 fuzzy itemSets</p>
+</dd>
+<dt>findElementWithTID(UList, tid)</dt><dd><p>To find element with same tid as given</p>
+</dd>
+<dt>WriteOut(prefix, prefixLen, item, sumIUtil,period)</dt><dd><p>To Store the patten</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>FPFPMiner_old.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w">  </span>FPFPMiner_old.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">3</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</p>
+<p>obj =alg.FPFPMiner(“input.txt”,2,3)</p>
+<p>obj.mine()</p>
+<p>periodicFrequentPatterns = obj.getPatterns()</p>
+<p>print(“Total number of Fuzzy Periodic Frequent Patterns:”, len(periodicFrequentPatterns))</p>
+<p>obj.save(“output.txt”)</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Sai Chitra.B under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Fuzzy periodic Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv ile</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html#FPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Fuzzy periodic Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract">
+<span id="pami-fuzzyperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.fuzzyPeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.fuzzyPeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyPeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+      <li class="breadcrumb-item active">PAMI.fuzzyPeriodicFrequentPattern package</li>
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+            <a href="_sources/PAMI.fuzzyPeriodicFrequentPattern.rst.txt" rel="nofollow"> View page source</a>
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+             
+  <section id="pami-fuzzyperiodicfrequentpattern-package">
+<h1>PAMI.fuzzyPeriodicFrequentPattern package<a class="headerlink" href="#pami-fuzzyperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html">PAMI.fuzzyPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner"><code class="docutils literal notranslate"><span class="pre">FPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner"><code class="docutils literal notranslate"><span class="pre">FPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.mine"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">FPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.fuzzyPeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.fuzzyPeriodicFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
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diff --git a/sphinx/_build/html/PAMI.geoReferencedPeriodicFrequentPattern.basic.html b/sphinx/_build/html/PAMI.geoReferencedPeriodicFrequentPattern.basic.html
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+             
+  <section id="pami-georeferencedperiodicfrequentpattern-basic-package">
+<h1>PAMI.geoReferencedPeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-georeferencedperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner">
+<span id="pami-georeferencedperiodicfrequentpattern-basic-gpfpminer-module"></span><h2>PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner module<a class="headerlink" href="#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.</span></span><span class="sig-name descname"><span class="pre">GPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_geoReferencedPeriodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>GPFPMiner is an Extension of ÉCLAT algorithm,which  stands for Equivalence Class Clustering and</p>
+</dd>
+</dl>
+<p>bottom-up Lattice Traversal to mine the geo referenced periodic frequent patterns.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Reference<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str
+Name of the Input file to mine complete set of Geo-referenced periodic frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str
+Name of the output file to store complete set of Geo-referenced periodic frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str
+Name of the input file to mine complete set of Geo-referenced periodic frequent patterns</p></li>
+<li><p><strong>sep</strong> – str
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>nFile<span class="classifier">str</span></dt><dd><p>Name of Neighbourhood file name</p>
+</dd>
+<dt>minSup<span class="classifier">float or int or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">float or int or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the complete set of transactions available in the input database/file</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrames()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(iFileName)</dt><dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generating one frequent patterns</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>getNeighbourItems(keySet)</dt><dd><p>A function to get common neighbours of a itemSet</p>
+</dd>
+<dt>mapNeighbours(file)</dt><dd><p>A function to map items to their neighbours</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>GPFPMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbourFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>GPFPMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">0</span>.5<span class="w"> </span><span class="m">0</span>.3
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup &amp; maxPer will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code :</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.geoReferencedPeridicFrequentPattern.GPFPMiner</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">GPFPMiner</span><span class="p">(</span><span class="s2">&quot;sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;sampleN.txt&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Geo Referenced Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.RaviKumar under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mapNeighbours">
+<span class="sig-name descname"><span class="pre">mapNeighbours</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.mapNeighbours"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mapNeighbours" title="Link to this definition"></a></dt>
+<dd><p>A function to map items to their Neighbours</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html#GPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract">
+<span id="pami-georeferencedperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.geoReferencedPeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.geoReferencedPeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-georeferencedperiodicfrequentpattern-package">
+<h1>PAMI.geoReferencedPeriodicFrequentPattern package<a class="headerlink" href="#pami-georeferencedperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html">PAMI.geoReferencedPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner"><code class="docutils literal notranslate"><span class="pre">GPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mapNeighbours"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.mapNeighbours()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mine"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">GPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract">PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.geoReferencedPeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.geoReferencedPeriodicFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+  <section id="pami-georeferencedfrequentpattern-basic-package">
+<h1>PAMI.georeferencedFrequentPattern.basic package<a class="headerlink" href="#pami-georeferencedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-georeferencedfrequentpattern-basic-fspgrowth-module">
+<h2>PAMI.georeferencedFrequentPattern.basic.FSPGrowth module<a class="headerlink" href="#pami-georeferencedfrequentpattern-basic-fspgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT">
+<span id="pami-georeferencedfrequentpattern-basic-spatialeclat-module"></span><h2>PAMI.georeferencedFrequentPattern.basic.SpatialECLAT module<a class="headerlink" href="#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.</span></span><span class="sig-name descname"><span class="pre">SpatialECLAT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_spatialFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Spatial Eclat is a Extension of ECLAT algorithm,which  stands for Equivalence Class Clustering and bottom-up
+Lattice Traversal.It is one of the popular methods of Association Rule mining. It is a more efficient and
+scalable version of the Apriori algorithm.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Rage, Uday &amp; Fournier Viger, Philippe &amp; Zettsu, Koji &amp; Toyoda, Masashi &amp; Kitsuregawa, Masaru. (2020).
+Discovering Frequent Spatial Patterns in Very Large Spatiotemporal Databases.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Geo-referenced frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Geo-referenced frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of Geo-referenced frequent patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>nFile<span class="classifier">str</span></dt><dd><p>Name of Neighbourhood file name</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the complete set of transactions available in the input database/file</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(iFileName)</dt><dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generating one frequent patterns</p>
+</dd>
+<dt>dictKeysToInt(iList)</dt><dd><p>Converting dictionary keys to integer elements</p>
+</dd>
+<dt>eclatGeneration(cList)</dt><dd><p>It will generate the combinations of frequent items</p>
+</dd>
+<dt>generateSpatialFrequentPatterns(tidList)</dt><dd><p>It will generate the combinations of frequent items from a list of items</p>
+</dd>
+<dt>convert(value)</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>getNeighbourItems(keySet)</dt><dd><p>A function to get common neighbours of a itemSet</p>
+</dd>
+<dt>mapNeighbours(file)</dt><dd><p>A function to map items to their neighbours</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SpatialECLAT.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbourFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SpatialECLAT.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">0</span>.5
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code :</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.georeferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">SpatialECLAT</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">SpatialECLAT</span><span class="p">(</span><span class="s2">&quot;sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;sampleN.txt&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">spatialFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">spatialFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html#SpatialECLAT.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.georeferencedFrequentPattern.basic.abstract">
+<span id="pami-georeferencedfrequentpattern-basic-abstract-module"></span><h2>PAMI.georeferencedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.georeferencedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.georeferencedFrequentPattern.basic" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-georeferencedfrequentpattern-package">
+<h1>PAMI.georeferencedFrequentPattern package<a class="headerlink" href="#pami-georeferencedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html">PAMI.georeferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#pami-georeferencedfrequentpattern-basic-fspgrowth-module">PAMI.georeferencedFrequentPattern.basic.FSPGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatterns"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getRuntime"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.mine"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.printResults"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.save"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.startMine"><code class="docutils literal notranslate"><span class="pre">SpatialECLAT.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.abstract">PAMI.georeferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.georeferencedFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.georeferencedFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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diff --git a/sphinx/_build/html/PAMI.georeferencedFrequentSequencePattern.html b/sphinx/_build/html/PAMI.georeferencedFrequentSequencePattern.html
new file mode 100644
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-georeferencedfrequentsequencepattern-package">
+<h1>PAMI.georeferencedFrequentSequencePattern package<a class="headerlink" href="#pami-georeferencedfrequentsequencepattern-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedFrequentSequencePattern.abstract">
+<span id="pami-georeferencedfrequentsequencepattern-abstract-module"></span><h2>PAMI.georeferencedFrequentSequencePattern.abstract module<a class="headerlink" href="#module-PAMI.georeferencedFrequentSequencePattern.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedFrequentSequencePattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.georeferencedFrequentSequencePattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.georeferencedFrequentPattern.basic.html" class="btn btn-neutral float-left" title="PAMI.georeferencedFrequentPattern.basic package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="PAMI.georeferencedPartialPeriodicPattern.html" class="btn btn-neutral float-right" title="PAMI.georeferencedPartialPeriodicPattern package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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diff --git a/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.basic.html b/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.basic.html
new file mode 100644
index 000000000..18a91126a
--- /dev/null
+++ b/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.basic.html
@@ -0,0 +1,428 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.georeferencedPartialPeriodicPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
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+  <section id="pami-georeferencedpartialperiodicpattern-basic-package">
+<h1>PAMI.georeferencedPartialPeriodicPattern.basic package<a class="headerlink" href="#pami-georeferencedpartialperiodicpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat">
+<span id="pami-georeferencedpartialperiodicpattern-basic-steclat-module"></span><h2>PAMI.georeferencedPartialPeriodicPattern.basic.STEclat module<a class="headerlink" href="#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.</span></span><span class="sig-name descname"><span class="pre">STEclat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minPS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxIAT</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_partialPeriodicSpatialPatterns</span></code></p>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>STEclat is one of the fundamental algorithm to discover georefereneced partial periodic-frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. Uday Kiran, C. Saideep, K. Zettsu, M. Toyoda, M. Kitsuregawa and P. Krishna Reddy,
+“Discovering Partial Periodic Spatial Patterns in Spatiotemporal Databases,” 2019 IEEE International</p>
+<blockquote>
+<div><p>Conference on Big Data (Big Data), 2019, pp. 233-238, doi: 10.1109/BigData47090.2019.9005693.</p>
+</div></blockquote>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Geo-referenced Partial Periodic patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Geo-referenced Partial Periodic patterns</p></li>
+<li><p><strong>minPS</strong> – int or float or str :
+The user can specify minPS either in count or proportion of database size. If the program detects the data type of minPS is integer, then it treats minPS is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxIAT</strong> – int or float or str :
+The user can specify maxIAT either in count or proportion of database size. If the program detects the data type of maxIAT is integer, then it treats maxIAT is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of Geo-referenced Partial Periodic patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>nFile<span class="classifier">str</span></dt><dd><p>Name of Neighbourhood file name</p>
+</dd>
+<dt>maxIAT<span class="classifier">float or int or str</span></dt><dd><p>The user can specify maxIAT either in count or proportion of database size.
+If the program detects the data type of maxIAT is integer, then it treats maxIAT is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxIAT=10 will be treated as integer, while maxIAT=10.0 will be treated as float</p>
+</dd>
+<dt>minPS<span class="classifier">float or int or str</span></dt><dd><p>The user can specify minPS either in count or proportion of database size.
+If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the complete set of transactions available in the input database/file</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrames()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(iFileName)</dt><dd><p>Storing the complete transactions of the database/input file in a database variable</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generating one frequent patterns</p>
+</dd>
+<dt>convert(value):</dt><dd><p>To convert the given user specified value</p>
+</dd>
+<dt>getNeighbourItems(keySet)</dt><dd><p>A function to get common neighbours of a itemSet</p>
+</dd>
+<dt>mapNeighbours(file)</dt><dd><p>A function to map items to their neighbours</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>STEclat.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;neighbourFile&gt;<span class="w">  </span>&lt;minPS&gt;<span class="w">  </span>&lt;maxIAT&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>STEclat.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">0</span>.2<span class="w"> </span><span class="m">0</span>.5
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>maxIAT &amp; minPS will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code :</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.georeferencedPartialPeriodicPattern.STEclat</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">STEclat</span><span class="p">(</span><span class="s2">&quot;sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;sampleN.txt&quot;</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">partialPeriodicSpatialPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">partialPeriodicSpatialPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outFile&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P. Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mapNeighbours">
+<span class="sig-name descname"><span class="pre">mapNeighbours</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.mapNeighbours"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mapNeighbours" title="Link to this definition"></a></dt>
+<dd><p>A function to map items to their Neighbours</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html#STEclat.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract">
+<span id="pami-georeferencedpartialperiodicpattern-basic-abstract-module"></span><h2>PAMI.georeferencedPartialPeriodicPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.georeferencedPartialPeriodicPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.georeferencedPartialPeriodicPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+        <a href="PAMI.georeferencedPartialPeriodicPattern.html" class="btn btn-neutral float-left" title="PAMI.georeferencedPartialPeriodicPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.html b/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.html
new file mode 100644
index 000000000..9bb473d92
--- /dev/null
+++ b/sphinx/_build/html/PAMI.georeferencedPartialPeriodicPattern.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.georeferencedPartialPeriodicPattern package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-georeferencedpartialperiodicpattern-package">
+<h1>PAMI.georeferencedPartialPeriodicPattern package<a class="headerlink" href="#pami-georeferencedpartialperiodicpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html">PAMI.georeferencedPartialPeriodicPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat"><code class="docutils literal notranslate"><span class="pre">STEclat</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">STEclat.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">STEclat.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatterns"><code class="docutils literal notranslate"><span class="pre">STEclat.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">STEclat.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getRuntime"><code class="docutils literal notranslate"><span class="pre">STEclat.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mapNeighbours"><code class="docutils literal notranslate"><span class="pre">STEclat.mapNeighbours()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mine"><code class="docutils literal notranslate"><span class="pre">STEclat.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.printResults"><code class="docutils literal notranslate"><span class="pre">STEclat.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.save"><code class="docutils literal notranslate"><span class="pre">STEclat.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.startMine"><code class="docutils literal notranslate"><span class="pre">STEclat.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract">PAMI.georeferencedPartialPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.georeferencedPartialPeriodicPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.georeferencedPartialPeriodicPattern" title="Link to this heading"></a></h2>
+</section>
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+
+
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+        <a href="PAMI.georeferencedFrequentSequencePattern.html" class="btn btn-neutral float-left" title="PAMI.georeferencedFrequentSequencePattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/PAMI.highUtilityFrequentPattern.basic.html b/sphinx/_build/html/PAMI.highUtilityFrequentPattern.basic.html
new file mode 100644
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--- /dev/null
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+<!DOCTYPE html>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-highutilityfrequentpattern-basic-package">
+<h1>PAMI.highUtilityFrequentPattern.basic package<a class="headerlink" href="#pami-highutilityfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityFrequentPattern.basic.HUFIM">
+<span id="pami-highutilityfrequentpattern-basic-hufim-module"></span><h2>PAMI.highUtilityFrequentPattern.basic.HUFIM module<a class="headerlink" href="#module-PAMI.highUtilityFrequentPattern.basic.HUFIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityFrequentPattern.basic.HUFIM.</span></span><span class="sig-name descname"><span class="pre">HUFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>HUFIM (High Utility Frequent Itemset Miner) algorithm helps us to mine High Utility Frequent ItemSets (HUFIs) from transactional databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Kiran, R.U., Reddy, T.Y., Fournier-Viger, P., Toyoda, M., Reddy, P.K., &amp; Kitsuregawa, M. (2019).
+Efficiently Finding High Utility-Frequent Itemsets Using Cutoff and Suffix Utility. PAKDD 2019.
+DOI: 10.1007/978-3-030-16145-3_15</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>minUtil</strong> – int :
+The user given minUtil value.</p></li>
+<li><p><strong>candidateCount</strong> – int
+Number of candidates</p></li>
+<li><p><strong>maxMemory</strong> – int
+Maximum memory used by this program for running</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil value</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minSup value</p>
+</dd>
+<dt>highUtilityFrequentItemSets: map</dt><dd><p>set of high utility frequent itemSets</p>
+</dd>
+<dt>candidateCount: int</dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU: list</dt><dd><p>A map to hold the local utility values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames: list</dt><dd><p>A map which contains old names, new names of items as key value pairs</p>
+</dd>
+<dt>newNamesToOldNames: list</dt><dd><p>A map which contains new names, old names of items as key value pairs</p>
+</dd>
+<dt>singleItemSetsSupport: map</dt><dd><p>A map which maps from single itemsets (items) to their support</p>
+</dd>
+<dt>singleItemSetsUtility: map</dt><dd><p>A map which maps from single itemsets (items) to their utilities</p>
+</dd>
+<dt>maxMemory: float</dt><dd><p>Maximum memory used by this program for running</p>
+</dd>
+<dt>patternCount: int</dt><dd><p>Number of RHUI’s</p>
+</dd>
+<dt>itemsToKeep: list</dt><dd><p>keep only the promising items i.e items that can extend other items to form RHUIs</p>
+</dd>
+<dt>itemsToExplore: list</dt><dd><p>list of items that needs to be explored</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>backTrackingHUFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the RHUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</dt><dd><p>A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method to output a relative-high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>isEqual(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>A method to calculate the sub tree utility values for single items</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>sortTransaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to calculate local utility values for single itemSets</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HUFIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HUFIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">35</span><span class="w"> </span><span class="m">20</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HUFIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">35</span><span class="w"> </span><span class="m">20</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">HUFIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">HUFIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">20</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of high utility frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by pradeep pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.mine" title="Link to this definition"></a></dt>
+<dd><p>High Utility Frequent Pattern mining start here</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html#HUFIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>High Utility Frequent Pattern mining start here</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilityFrequentPattern.basic.abstract">
+<span id="pami-highutilityfrequentpattern-basic-abstract-module"></span><h2>PAMI.highUtilityFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.highUtilityFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-highutilityfrequentpattern-package">
+<h1>PAMI.highUtilityFrequentPattern package<a class="headerlink" href="#pami-highutilityfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html">PAMI.highUtilityFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.HUFIM">PAMI.highUtilityFrequentPattern.basic.HUFIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM"><code class="docutils literal notranslate"><span class="pre">HUFIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">HUFIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">HUFIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">HUFIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">HUFIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">HUFIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.mine"><code class="docutils literal notranslate"><span class="pre">HUFIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.printResults"><code class="docutils literal notranslate"><span class="pre">HUFIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.save"><code class="docutils literal notranslate"><span class="pre">HUFIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.startMine"><code class="docutils literal notranslate"><span class="pre">HUFIM.startMine()</span></code></a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.abstract">PAMI.highUtilityFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic">Module contents</a></li>
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+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-highutilitygeoreferencedfrequentpattern-basic-package">
+<h1>PAMI.highUtilityGeoreferencedFrequentPattern.basic package<a class="headerlink" href="#pami-highutilitygeoreferencedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM">
+<span id="pami-highutilitygeoreferencedfrequentpattern-basic-shufim-module"></span><h2>PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM module<a class="headerlink" href="#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.</span></span><span class="sig-name descname"><span class="pre">SHUFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Spatial High Utility Frequent ItemSet Mining (SHUFIM) aims to discover all itemSets in a spatioTemporal database
+that satisfy the user-specified minimum utility, minimum support and maximum distance constraints</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>10.1007/978-3-030-37188-3_17</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>minUtil</strong> – int :
+The user given minUtil value.</p></li>
+<li><p><strong>candidateCount</strong> – int
+Number of candidates</p></li>
+<li><p><strong>maxMemory</strong> – int
+Maximum memory used by this program for running</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of Geo-referenced frequent sequence patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>nFile<span class="classifier">file</span></dt><dd><p>Name of the Neighbours file that contain neighbours of items</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minSup value</p>
+</dd>
+<dt>highUtilityFrequentSpatialItemSets: map</dt><dd><p>set of high utility itemSets</p>
+</dd>
+<dt>candidateCount: int</dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU: list</dt><dd><p>A map to hold the pmu values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>newNamesToOldNames: list</dt><dd><p>A map to store the old name corresponding to new name</p>
+</dd>
+<dt>Neighbours<span class="classifier">map</span></dt><dd><p>A dictionary to store the neighbours of a item</p>
+</dd>
+<dt>maxMemory: float</dt><dd><p>Maximum memory used by this program for running</p>
+</dd>
+<dt>patternCount: int</dt><dd><p>Number of SHUFI’s (Spatial High Utility Frequent Itemsets)</p>
+</dd>
+<dt>itemsToKeep: list</dt><dd><p>keep only the promising items ie items whose supersets can be required patterns</p>
+</dd>
+<dt>itemsToExplore: list</dt><dd><p>keep items that subtreeUtility grater than minUtil</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p>:Methods :</p>
+<blockquote>
+<div><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>calculateNeighbourIntersection(self, prefixLength)</dt><dd><p>A method to return common Neighbours of items</p>
+</dd>
+<dt>backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the SHUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</dt><dd><p>A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method ave a high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>isEqual(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>intersection(lst1, lst2)</dt><dd><p>A method that return the intersection of 2 list</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>Scan the initial database to calculate the subtree utility of each items using a utility-bin array</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>sortTransaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to scan the database using utility bin array to calculate the pmus</p>
+</dd>
+</dl>
+</div></blockquote>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal :</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SHUFIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;Neighbours&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SHUFIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">35</span><span class="w"> </span><span class="m">20</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">SHUFIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">SHUFIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="s2">&quot;Neighbours.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial high utility frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe
+:return: returning patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.mine" title="Link to this definition"></a></dt>
+<dd><p>High Utility Frequent Pattern mining start here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#SHUFIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>High Utility Frequent Pattern mining start here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.main">
+<span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html#main"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.main" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract">
+<span id="pami-highutilitygeoreferencedfrequentpattern-basic-abstract-module"></span><h2>PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityGeoreferencedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+        <a href="PAMI.highUtilityGeoreferencedFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.highUtilityGeoreferencedFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-highutilitygeoreferencedfrequentpattern-package">
+<h1>PAMI.highUtilityGeoreferencedFrequentPattern package<a class="headerlink" href="#pami-highutilitygeoreferencedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html">PAMI.highUtilityGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM"><code class="docutils literal notranslate"><span class="pre">SHUFIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SHUFIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SHUFIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">SHUFIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SHUFIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">SHUFIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.mine"><code class="docutils literal notranslate"><span class="pre">SHUFIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.printResults"><code class="docutils literal notranslate"><span class="pre">SHUFIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.save"><code class="docutils literal notranslate"><span class="pre">SHUFIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.startMine"><code class="docutils literal notranslate"><span class="pre">SHUFIM.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.main"><code class="docutils literal notranslate"><span class="pre">main()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract">PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.highUtilityGeoreferencedFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityGeoreferencedFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-highutilitypattern-basic-package">
+<h1>PAMI.highUtilityPattern.basic package<a class="headerlink" href="#pami-highutilitypattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPattern.basic.EFIM">
+<span id="pami-highutilitypattern-basic-efim-module"></span><h2>PAMI.highUtilityPattern.basic.EFIM module<a class="headerlink" href="#module-PAMI.highUtilityPattern.basic.EFIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityPattern.basic.EFIM.</span></span><span class="sig-name descname"><span class="pre">EFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>EFIM is one of the fastest algorithm to mine High Utility ItemSets from transactional databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Zida, S., Fournier-Viger, P., Lin, J.CW. et al. EFIM: a fast and memory efficient algorithm for
+high-utility itemset mining. Knowl Inf Syst 51, 595–625 (2017). <a class="reference external" href="https://doi.org/10.1007/s10115-016-0986-0">https://doi.org/10.1007/s10115-016-0986-0</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility patterns</p></li>
+<li><p><strong>minUtil</strong> – int :
+The user given minUtil value.</p></li>
+<li><p><strong>candidateCount</strong> – int
+Number of candidates specified by user</p></li>
+<li><p><strong>maxMemory</strong> – int
+Maximum memory used by this program for running</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of high utility patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of high utility patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil value</p>
+</dd>
+<dt>highUtilityitemSets: map</dt><dd><p>set of high utility itemSets</p>
+</dd>
+<dt>candidateCount: int</dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU: list</dt><dd><p>A map to hold the local utility values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames: list</dt><dd><p>A map which contains old names, new names of items as key value pairs</p>
+</dd>
+<dt>newNamesToOldNames: list</dt><dd><p>A map which contains new names, old names of items as key value pairs</p>
+</dd>
+<dt>maxMemory: float</dt><dd><p>Maximum memory used by this program for running</p>
+</dd>
+<dt>patternCount: int</dt><dd><p>Number of HUI’s</p>
+</dd>
+<dt>itemsToKeep: list</dt><dd><p>keep only the promising items ie items having local utility values greater than or equal to minUtil</p>
+</dd>
+<dt>itemsToExplore: list</dt><dd><p>list of items that have subtreeUtility value greater than or equal to minUtil</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p>:Methods :</p>
+<blockquote>
+<div><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>backTrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the HUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</dt><dd><p>A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method to output a high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>is_equal(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>A method to calculate the sub tree utility values for single items</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>sort_transaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to calculate local utility values for single itemsets</p>
+</dd>
+</dl>
+</div></blockquote>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>EFIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>EFIM<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">35</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>maxMemory will be considered as Maximum memory used by this program for running</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3>Sample run of importing the code:<a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">EFIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">EFIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of high utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by pradeep pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process
+:return: returning patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">_pd.DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe
+:return: returning patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.mine" title="Link to this definition"></a></dt>
+<dd><p>Start the EFIM algorithm.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csv file
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.sort_transaction">
+<span class="sig-name descname"><span class="pre">sort_transaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">_Transaction</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trans2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">_Transaction</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.sort_transaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.sort_transaction" title="Link to this definition"></a></dt>
+<dd><p>A Method to sort transaction
+:param trans1: the first transaction
+:type trans1: Trans
+:param trans2:the second transaction
+:type trans2: Trans
+:return: sorted transaction
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.EFIM.EFIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/EFIM.html#EFIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.EFIM.EFIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>Start the EFIM algorithm.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilityPattern.basic.HMiner">
+<span id="pami-highutilitypattern-basic-hminer-module"></span><h2>PAMI.highUtilityPattern.basic.HMiner module<a class="headerlink" href="#module-PAMI.highUtilityPattern.basic.HMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityPattern.basic.HMiner.</span></span><span class="sig-name descname"><span class="pre">HMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>High Utility itemSet Mining (HMIER) is an importent algorithm to miner High utility items from the database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p></p></dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility patterns</p></li>
+<li><p><strong>minUtil</strong> – int :
+The user given minUtil value.</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil</p>
+</dd>
+<dt>mapFMAP: list</dt><dd><p>EUCS map of the FHM algorithm</p>
+</dd>
+<dt>candidates: int</dt><dd><p>candidates genetated</p>
+</dd>
+<dt>huiCnt: int</dt><dd><p>huis created</p>
+</dd>
+<dt>neighbors: map</dt><dd><p>keep track of nighboues of elements</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>Explore_SearchTree(prefix, uList, minUtil)</dt><dd><p>A method to find all high utility itemSets</p>
+</dd>
+<dt>UpdateCLosed(x, culs, st, excul, newT, ex, ey_ts, length)</dt><dd><p>A method to update closed values</p>
+</dd>
+<dt>saveitemSet(prefix, prefixLen, item, utility)</dt><dd><p>A method to save itemSets</p>
+</dd>
+<dt>updateElement(z, culs, st, excul, newT, ex, duppos, ey_ts)</dt><dd><p>A method to updates vales for duplicates</p>
+</dd>
+<dt>construcCUL(x, culs, st, minUtil, length, exnighbors)</dt><dd><p>A method to construct CUL’s database</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minUtil&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HMiner.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">35</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3>Sample run of importing the code:<a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">HMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">HMiner</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of high utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csv file</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.HMiner.HMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/HMiner.html#HMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.HMiner.HMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilityPattern.basic.UPGrowth">
+<span id="pami-highutilitypattern-basic-upgrowth-module"></span><h2>PAMI.highUtilityPattern.basic.UPGrowth module<a class="headerlink" href="#module-PAMI.highUtilityPattern.basic.UPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilityPattern.basic.UPGrowth.</span></span><span class="sig-name descname"><span class="pre">UPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>UP-Growth is two-phase algorithm to mine High Utility Itemsets from transactional databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Vincent S. Tseng, Cheng-Wei Wu, Bai-En Shie, and Philip S. Yu. 2010. UP-Growth: an efficient algorithm for high utility itemset mining.
+In Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD ‘10).
+Association for Computing Machinery, New York, NY, USA, 253–262. DOI:https://doi.org/10.1145/1835804.1835839</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility patterns</p></li>
+<li><p><strong>minUtil</strong> – int :
+The user given minUtil value.</p></li>
+<li><p><strong>candidateCount</strong> – int
+Number of candidates specified by user</p></li>
+<li><p><strong>maxMemory</strong> – int
+Maximum memory used by this program for running</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil</p>
+</dd>
+<dt>NumberOfNodes<span class="classifier">int</span></dt><dd><p>Total number of nodes generated while building the tree</p>
+</dd>
+<dt>ParentNumberOfNodes<span class="classifier">int</span></dt><dd><p>Total number of nodes required to build the parent tree</p>
+</dd>
+<dt>MapItemToMinimumUtility<span class="classifier">map</span></dt><dd><p>A map to store the minimum utility of item in the database</p>
+</dd>
+<dt>phuis<span class="classifier">list</span></dt><dd><p>A list to store the phuis</p>
+</dd>
+<dt>MapItemToTwu<span class="classifier">map</span></dt><dd><p>A map to store the twu of each item in database</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>createLocalTree(tree, item)</dt><dd><p>A Method to Construct conditional pattern base</p>
+</dd>
+<dt>UPGrowth( tree, alpha)</dt><dd><p>A Method to Mine UP Tree recursively</p>
+</dd>
+<dt>PrintStats()</dt><dd><p>A Method to print number of phuis</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>UPGrowth<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;Neighbours&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>UPGrowth<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">35</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>maxMemory will be considered as Maximum memory used by this program for running</p>
+</div>
+</section>
+<section id="id5">
+<h3>Sample run of importing the code:<a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">UPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">UPGrowth</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">highUtilityPattern</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">highUtilityPattern</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id6">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Pradeep pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.PrintStats">
+<span class="sig-name descname"><span class="pre">PrintStats</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.PrintStats"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.PrintStats" title="Link to this definition"></a></dt>
+<dd><p>A Method to print number of phuis
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: csv file
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilityPattern/basic/UPGrowth.html#UPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilityPattern.basic.abstract">
+<span id="pami-highutilitypattern-basic-abstract-module"></span><h2>PAMI.highUtilityPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.highUtilityPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-highutilitypattern-basic-efimparallel-module">
+<h2>PAMI.highUtilityPattern.basic.efimParallel module<a class="headerlink" href="#pami-highutilitypattern-basic-efimparallel-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-highutilitypattern-package">
+<h1>PAMI.highUtilityPattern package<a class="headerlink" href="#pami-highutilitypattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html">PAMI.highUtilityPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.EFIM">PAMI.highUtilityPattern.basic.EFIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM"><code class="docutils literal notranslate"><span class="pre">EFIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">EFIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">EFIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">EFIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">EFIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">EFIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.mine"><code class="docutils literal notranslate"><span class="pre">EFIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.printResults"><code class="docutils literal notranslate"><span class="pre">EFIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.save"><code class="docutils literal notranslate"><span class="pre">EFIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.sort_transaction"><code class="docutils literal notranslate"><span class="pre">EFIM.sort_transaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.startMine"><code class="docutils literal notranslate"><span class="pre">EFIM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.HMiner">PAMI.highUtilityPattern.basic.HMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner"><code class="docutils literal notranslate"><span class="pre">HMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">HMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">HMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">HMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">HMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">HMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.mine"><code class="docutils literal notranslate"><span class="pre">HMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.printResults"><code class="docutils literal notranslate"><span class="pre">HMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.save"><code class="docutils literal notranslate"><span class="pre">HMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.startMine"><code class="docutils literal notranslate"><span class="pre">HMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.UPGrowth">PAMI.highUtilityPattern.basic.UPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth"><code class="docutils literal notranslate"><span class="pre">UPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.PrintStats"><code class="docutils literal notranslate"><span class="pre">UPGrowth.PrintStats()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">UPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">UPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">UPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">UPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">UPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">UPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">UPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.save"><code class="docutils literal notranslate"><span class="pre">UPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">UPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.abstract">PAMI.highUtilityPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#pami-highutilitypattern-basic-efimparallel-module">PAMI.highUtilityPattern.basic.efimParallel module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html">PAMI.highUtilityPattern.parallel package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel.abstract">PAMI.highUtilityPattern.parallel.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#pami-highutilitypattern-parallel-efimparallel-module">PAMI.highUtilityPattern.parallel.efimparallel module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.highUtilityPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityPattern" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.highUtilityPattern.parallel.html b/sphinx/_build/html/PAMI.highUtilityPattern.parallel.html
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+  <title>PAMI.highUtilityPattern.parallel package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-highutilitypattern-parallel-package">
+<h1>PAMI.highUtilityPattern.parallel package<a class="headerlink" href="#pami-highutilitypattern-parallel-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPattern.parallel.abstract">
+<span id="pami-highutilitypattern-parallel-abstract-module"></span><h2>PAMI.highUtilityPattern.parallel.abstract module<a class="headerlink" href="#module-PAMI.highUtilityPattern.parallel.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-highutilitypattern-parallel-efimparallel-module">
+<h2>PAMI.highUtilityPattern.parallel.efimparallel module<a class="headerlink" href="#pami-highutilitypattern-parallel-efimparallel-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPattern.parallel">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityPattern.parallel" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-highutilitypatternsinstreams-package">
+<h1>PAMI.highUtilityPatternsInStreams package<a class="headerlink" href="#pami-highutilitypatternsinstreams-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-highutilitypatternsinstreams-hupms-module">
+<h2>PAMI.highUtilityPatternsInStreams.HUPMS module<a class="headerlink" href="#pami-highutilitypatternsinstreams-hupms-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-highutilitypatternsinstreams-shugrowth-module">
+<h2>PAMI.highUtilityPatternsInStreams.SHUGrowth module<a class="headerlink" href="#pami-highutilitypatternsinstreams-shugrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPatternsInStreams.abstract">
+<span id="pami-highutilitypatternsinstreams-abstract-module"></span><h2>PAMI.highUtilityPatternsInStreams.abstract module<a class="headerlink" href="#module-PAMI.highUtilityPatternsInStreams.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilityPatternsInStreams">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilityPatternsInStreams" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="pami-highutilityspatialpattern-basic-package">
+<h1>PAMI.highUtilitySpatialPattern.basic package<a class="headerlink" href="#pami-highutilityspatialpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM">
+<span id="pami-highutilityspatialpattern-basic-hdshuim-module"></span><h2>PAMI.highUtilitySpatialPattern.basic.HDSHUIM module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.basic.HDSHUIM.</span></span><span class="sig-name descname"><span class="pre">HDSHUIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Spatial High Utility ItemSet Mining (SHUIM) [3] is an important model in data
+mining with many real-world applications. It involves finding all spatially interesting itemSets having high value
+in a quantitative spatio temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>P. Pallikila et al., “Discovering Top-k Spatial High Utility Itemsets in Very Large Quantitative Spatiotemporal
+databases,” 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 4925-4935,
+doi: 10.1109/BigData52589.2021.9671912.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>minUtil</strong> – int :
+Minimum utility threshold given by User</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>nFile: str</dt><dd><p>Name of Neighbourhood items file</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil</p>
+</dd>
+<dt>mapFMAP: list</dt><dd><p>EUCS map of the FHM algorithm</p>
+</dd>
+<dt>candidates: int</dt><dd><p>candidates generated</p>
+</dd>
+<dt>huiCnt: int</dt><dd><p>huis created</p>
+</dd>
+<dt>neighbors: map</dt><dd><p>keep track of neighbours of elements</p>
+</dd>
+<dt>mapOfPMU: map</dt><dd><p>a map to keep track of Probable Maximum utility(PMU) of each item</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>constructCUL(x, compactUList, st, minUtil, length, exNeighbours)</dt><dd><p>A method to construct CUL’s database</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>Explore_SearchTree(prefix, uList, exNeighbours, minUtil)</dt><dd><p>A method to find all high utility itemSets</p>
+</dd>
+<dt>updateClosed(x, compactUList, st, exCul, newT, ex, eyTs, length)</dt><dd><p>A method to update closed values</p>
+</dd>
+<dt>saveItemSet(prefix, prefixLen, item, utility)</dt><dd><p>A method to save itemSets</p>
+</dd>
+<dt>updateElement(z, compactUList, st, exCul, newT, ex, duPrevPos, eyTs)</dt><dd><p>A method to updates vales for duplicates</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HDSHUIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;Neighbours&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;separator&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>HDSHUIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">35</span><span class="w"> </span><span class="s1">&#39;,&#39;</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilityGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">HDSHUIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">HDSHUIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="s2">&quot;Neighbours.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High-Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html#HDSHUIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.basic.SHUIM">
+<span id="pami-highutilityspatialpattern-basic-shuim-module"></span><h2>PAMI.highUtilitySpatialPattern.basic.SHUIM module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.basic.SHUIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.basic.SHUIM.</span></span><span class="sig-name descname"><span class="pre">SHUIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Spatial High Utility itemSet Mining (SHUIM) aims to discover all itemSets in a spatioTemporal database
+that satisfy the user-specified minimum utility and maximum distance constraints</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Rage, Uday &amp; Veena, Pamalla &amp; Penugonda, Ravikumar &amp; Raj, Bathala &amp; Dao, Minh &amp; Zettsu, Koji &amp; Bommisetti, Sai.
+(2023). HDSHUI-miner: a novel algorithm for discovering spatial high-utility itemsets in high-dimensional
+spatiotemporal databases. Applied Intelligence. 53. 1-26. 10.1007/s10489-022-04436-w.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</p></li>
+<li><p><strong>maxPer</strong> – float :
+The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</p></li>
+<li><p><strong>minUtil</strong> – int :
+Minimum utility threshold given by User</p></li>
+<li><p><strong>maxMemory</strong> – int :
+Maximum memory used by this program for running</p></li>
+<li><p><strong>candidateCount</strong> – int :
+Number of candidates to consider when calculating a high utility spatial pattern</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>nFile<span class="classifier">file</span></dt><dd><p>Name of the Neighbours file that contain neighbours of items</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil</p>
+</dd>
+<dt>highUtilityItemSets: map</dt><dd><p>set of high utility itemSets</p>
+</dd>
+<dt>candidateCount: int</dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU: list</dt><dd><p>A map to hold the pmu values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>newNamesToOldNames: list</dt><dd><p>A map to store the old name corresponding to new name</p>
+</dd>
+<dt>Neighbours<span class="classifier">map</span></dt><dd><p>A dictionary to store the neighbours of a item</p>
+</dd>
+</dl>
+<p>maxMemory:Maximum memory used by this program for running
+patternCount: int</p>
+<blockquote>
+<div><p>Number of SHUI’s</p>
+</div></blockquote>
+<dl class="simple">
+<dt>itemsToKeep: list</dt><dd><p>keep only the promising items ie items having twu &gt;= minUtil</p>
+</dd>
+<dt>itemsToExplore: list</dt><dd><p>keep items that subtreeUtility grater than minUtil</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>calculateNeighbourIntersection(self, prefixLength)</dt><dd><p>A method to return common Neighbours of items</p>
+</dd>
+<dt>backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the SHUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</dt><dd><p>A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method ave a high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>_isEqual(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>intersection(lst1, lst2)</dt><dd><p>A method that return the intersection of 2 list</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>Scan the initial database to calculate the subtree utility of each items using a utility-bin array</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>sort_transaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to scan the database using utility bin array to calculate the pmus</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SHUIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;Neighbours&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SHUIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">35</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>minSup will be considered in percentage of database transactions</p>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilitySpatialPattern.basic</span> <span class="kn">import</span> <span class="n">SHUIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">SHUIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="s2">&quot;Neighbours.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial high utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html#SHUIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.basic.abstract">
+<span id="pami-highutilityspatialpattern-basic-abstract-module"></span><h2>PAMI.highUtilitySpatialPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
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+  <section id="pami-highutilityspatialpattern-package">
+<h1>PAMI.highUtilitySpatialPattern package<a class="headerlink" href="#pami-highutilityspatialpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html">PAMI.highUtilitySpatialPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM">PAMI.highUtilitySpatialPattern.basic.HDSHUIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM"><code class="docutils literal notranslate"><span class="pre">HDSHUIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.mine"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.printResults"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.save"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.startMine"><code class="docutils literal notranslate"><span class="pre">HDSHUIM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.SHUIM">PAMI.highUtilitySpatialPattern.basic.SHUIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM"><code class="docutils literal notranslate"><span class="pre">SHUIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SHUIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SHUIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">SHUIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SHUIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">SHUIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.mine"><code class="docutils literal notranslate"><span class="pre">SHUIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.printResults"><code class="docutils literal notranslate"><span class="pre">SHUIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.save"><code class="docutils literal notranslate"><span class="pre">SHUIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.startMine"><code class="docutils literal notranslate"><span class="pre">SHUIM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.abstract">PAMI.highUtilitySpatialPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html">PAMI.highUtilitySpatialPattern.topk package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM">PAMI.highUtilitySpatialPattern.topk.TKSHUIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset"><code class="docutils literal notranslate"><span class="pre">Dataset</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.createTransaction"><code class="docutils literal notranslate"><span class="pre">Dataset.createTransaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getMaxItem"><code class="docutils literal notranslate"><span class="pre">Dataset.getMaxItem()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getTransactions"><code class="docutils literal notranslate"><span class="pre">Dataset.getTransactions()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.maxItem"><code class="docutils literal notranslate"><span class="pre">Dataset.maxItem</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.transactions"><code class="docutils literal notranslate"><span class="pre">Dataset.transactions</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM"><code class="docutils literal notranslate"><span class="pre">TKSHUIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.Neighbours"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.Neighbours</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.additemset"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.additemset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.backtrackingEFIM"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.backtrackingEFIM()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.calculateNeighbourIntersection"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.calculateNeighbourIntersection()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.candidateCount"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.candidateCount</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.endTime"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.endTime</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.finalPatterns"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.finalPatterns</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.heapList"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.heapList</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.iFile"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.iFile</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intTostr"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.intTostr</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intersection"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.intersection()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.is_equal"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.is_equal()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.maxMemory"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.maxMemory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryRSS"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.memoryRSS</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryUSS"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.memoryUSS</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.minUtil"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.minUtil</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.mine"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.nFile"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.nFile</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.newNamesToOldNames"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.newNamesToOldNames</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oFile"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.oFile</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oldNamesToNewNames"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.oldNamesToNewNames</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.output"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.output()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.printResults"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.save"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sep"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.sep</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sortDatabase"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.sortDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sort_transaction"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.sort_transaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startMine"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startTime"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.startTime</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.strToint"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.strToint</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.temp"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.temp</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArraysToCalculateUpperBounds"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.useUtilityBinArraysToCalculateUpperBounds()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArrayLU"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.utilityBinArrayLU</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArraySU"><code class="docutils literal notranslate"><span class="pre">TKSHUIM.utilityBinArraySU</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><code class="docutils literal notranslate"><span class="pre">Transaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getItems"><code class="docutils literal notranslate"><span class="pre">Transaction.getItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getLastPosition"><code class="docutils literal notranslate"><span class="pre">Transaction.getLastPosition()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getPmus"><code class="docutils literal notranslate"><span class="pre">Transaction.getPmus()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getUtilities"><code class="docutils literal notranslate"><span class="pre">Transaction.getUtilities()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.insertionSort"><code class="docutils literal notranslate"><span class="pre">Transaction.insertionSort()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.offset"><code class="docutils literal notranslate"><span class="pre">Transaction.offset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.prefixUtility"><code class="docutils literal notranslate"><span class="pre">Transaction.prefixUtility</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.projectTransaction"><code class="docutils literal notranslate"><span class="pre">Transaction.projectTransaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.removeUnpromisingItems"><code class="docutils literal notranslate"><span class="pre">Transaction.removeUnpromisingItems()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.main"><code class="docutils literal notranslate"><span class="pre">main()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.abstract">PAMI.highUtilitySpatialPattern.topk.abstract module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.endTime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.endTime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.finalPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.finalPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getRuntime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.iFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.iFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryRSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.memoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryUSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.memoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.nFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.nFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.oFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.oFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.printResults"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.save"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startMine"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startTime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.startTime()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.abstract">
+<span id="pami-highutilityspatialpattern-abstract-module"></span><h2>PAMI.highUtilitySpatialPattern.abstract module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.abstract" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.abstract.</span></span><span class="sig-name descname"><span class="pre">utilityPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This abstract base class defines the variables and methods that every frequent pattern mining algorithm must
+employ in PAMI</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>minUtil: integer</dt><dd><p>The user can specify minUtil either in count</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the algorithm</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the algorithm</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Calling this function will start the actual mining process</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>This function will output all interesting patterns discovered by an algorithm</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>This function will store the discovered patterns in an output file specified by the user</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>The function outputs the patterns generated by an algorithm as a data frame</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>This function outputs the total amount of USS memory consumed by a mining algorithm</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>This function outputs the total amount of RSS memory consumed by a mining algorithm</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>This function outputs the total runtime of a mining algorithm</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.endTime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">endTime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.endTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.endTime" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the end time of the complete program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.finalPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">finalPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.finalPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.finalPatterns" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the complete set of patterns in a dictionary</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns generated will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatternsAsDataFrame">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to data frame from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getRuntime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.iFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">iFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.iFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.iFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the input file path/file name</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.memoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Variable to store RSS memory consumed by the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.memoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Variable to store USS memory consumed by the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.minUtil">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">minUtil</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.minUtil"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.minUtil" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the user-specified minimum support value</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.nFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.nFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.nFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the neighbourhood file path/file name</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.oFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">oFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.oFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.oFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the name of the output file to store the complete set of frequent patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.save">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be saved in to an output file from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>oFile</strong> (<em>csv file</em>) – Name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startMine">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startMine" title="Link to this definition"></a></dt>
+<dd><p>Code for the mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startTime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startTime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/abstract.html#utilityPatterns.startTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startTime" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the start time of the mining process</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+        <a href="PAMI.highUtilityPatternsInStreams.html" class="btn btn-neutral float-left" title="PAMI.highUtilityPatternsInStreams package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/PAMI.highUtilitySpatialPattern.topk.html b/sphinx/_build/html/PAMI.highUtilitySpatialPattern.topk.html
new file mode 100644
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--- /dev/null
+++ b/sphinx/_build/html/PAMI.highUtilitySpatialPattern.topk.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.highUtilitySpatialPattern.topk package &mdash; PAMI 2024.04.23 documentation</title>
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+    <link rel="next" title="PAMI.localPeriodicPattern package" href="PAMI.localPeriodicPattern.html" />
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+             
+  <section id="pami-highutilityspatialpattern-topk-package">
+<h1>PAMI.highUtilitySpatialPattern.topk package<a class="headerlink" href="#pami-highutilityspatialpattern-topk-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM">
+<span id="pami-highutilityspatialpattern-topk-tkshuim-module"></span><h2>PAMI.highUtilitySpatialPattern.topk.TKSHUIM module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.topk.TKSHUIM.</span></span><span class="sig-name descname"><span class="pre">Dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">datasetpath</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class represent the list of transactions in this dataset</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<dl class="simple">
+<dt>transactions:</dt><dd><p>the list of transactions in this dataset</p>
+</dd>
+<dt>maxItem:</dt><dd><p>the largest item name</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>createTransaction(line):</dt><dd><p>Create a transaction object from a line from the input file</p>
+</dd>
+<dt>getMaxItem():</dt><dd><p>return Maximum Item</p>
+</dd>
+<dt>getTransactions():</dt><dd><p>return transactions in database</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.createTransaction">
+<span class="sig-name descname"><span class="pre">createTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">line</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Dataset.createTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.createTransaction" title="Link to this definition"></a></dt>
+<dd><p>A method to create Transaction from dataset given</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>line</strong> (<em>string</em>) – represent a single line of database</p>
+</dd>
+</dl>
+<p>:return : Transaction.
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getMaxItem">
+<span class="sig-name descname"><span class="pre">getMaxItem</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Dataset.getMaxItem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getMaxItem" title="Link to this definition"></a></dt>
+<dd><p>A method to return name of the largest item</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getTransactions">
+<span class="sig-name descname"><span class="pre">getTransactions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Dataset.getTransactions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getTransactions" title="Link to this definition"></a></dt>
+<dd><p>A method to return transactions from database</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.maxItem">
+<span class="sig-name descname"><span class="pre">maxItem</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.maxItem" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.transactions">
+<span class="sig-name descname"><span class="pre">transactions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.transactions" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.topk.TKSHUIM.</span></span><span class="sig-name descname"><span class="pre">TKSHUIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns" title="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns"><code class="xref py py-class docutils literal notranslate"><span class="pre">utilityPatterns</span></code></a></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Top K Spatial High Utility ItemSet Mining (TKSHUIM) aims to discover Top-K Spatial High Utility Itemsets
+(TKSHUIs) in a spatioTemporal database</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>P. Pallikila et al., “Discovering Top-k Spatial High Utility Itemsets in Very Large Quantitative Spatiotemporal
+databases,” 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 4925-4935,
+doi: 10.1109/BigData52589.2021.9671912.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>minUtil</strong> – int :
+Minimum utility threshold given by User</p></li>
+<li><p><strong>maxMemory</strong> – int :
+Maximum memory used by this program for running</p></li>
+<li><p><strong>candidateCount</strong> – int :
+Number of candidates to consider when calculating a high utility spatial pattern</p></li>
+<li><p><strong>nFile</strong> – str :
+Name of the input file to mine complete set of High Utility Spatial patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>nFile<span class="classifier">file</span></dt><dd><p>Name of the Neighbours file that contain neighbours of items</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>k<span class="classifier">int</span></dt><dd><p>The user given k value</p>
+</dd>
+<dt>candidateCount: int</dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU: list</dt><dd><p>A map to hold the pmu values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames: list</dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>newNamesToOldNames: list</dt><dd><p>A map to store the old name corresponding to new name</p>
+</dd>
+<dt>Neighbours<span class="classifier">map</span></dt><dd><p>A dictionary to store the neighbours of a item</p>
+</dd>
+<dt>maxMemory: float</dt><dd><p>Maximum memory used by this program for running</p>
+</dd>
+<dt>itemsToKeep: list</dt><dd><p>keep only the promising items ie items having twu &gt;= minUtil</p>
+</dd>
+<dt>itemsToExplore: list</dt><dd><p>keep items that subtreeUtility grater than minUtil</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>mine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>calculateNeighbourIntersection(self, prefixLength)</dt><dd><p>A method to return common Neighbours of items</p>
+</dd>
+<dt>backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the TKSHUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</dt><dd><p>A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method ave a high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>is_equal(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>intersection(lst1, lst2)</dt><dd><p>A method that return the intersection of 2 list</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>Scan the initial database to calculate the subtree utility of each items using a utility-bin array</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>sort_transaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction in the order of PMU</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to scan the database using utility bin array to calculate the pmus</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TKSHUIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;Neighbours&gt;<span class="w"> </span>&lt;k&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>TKSHUIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span>sampleN.txt<span class="w"> </span><span class="m">35</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>maxMemory will be considered as Maximum memory used by this program for running</p>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.highUtilitySpatialPattern.topk</span> <span class="kn">import</span> <span class="n">TKSHUIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">TKSHUIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span><span class="s2">&quot;Neighbours.txt&quot;</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;output&quot;</span><span class="p">)</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.Neighbours">
+<span class="sig-name descname"><span class="pre">Neighbours</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.Neighbours" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.additemset">
+<span class="sig-name descname"><span class="pre">additemset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">itemset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">utility</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.additemset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.additemset" title="Link to this definition"></a></dt>
+<dd><p>adds the itemset to the priority queue</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>itemset</strong> (<em>str</em>) – the itemset to be added</p></li>
+<li><p><strong>utility</strong> (<em>numpy.array</em>) – utility matrix for the itemset to be added</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.backtrackingEFIM">
+<span class="sig-name descname"><span class="pre">backtrackingEFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionsOfP</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemsToKeep</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemsToExplore</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefixLength</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.backtrackingEFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.backtrackingEFIM" title="Link to this definition"></a></dt>
+<dd><p>A method to mine the TKSHUIs Recursively</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>transactionsOfP</strong> (<em>list</em>) – the list of transactions containing the current prefix P</p></li>
+<li><p><strong>itemsToKeep</strong> (<em>list</em>) – the list of secondary items in the p-projected database</p></li>
+<li><p><strong>itemsToExplore</strong> (<em>list</em>) – the list of primary items in the p-projected database</p></li>
+<li><p><strong>prefixLength</strong> (<em>int</em>) – current prefixLength</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.calculateNeighbourIntersection">
+<span class="sig-name descname"><span class="pre">calculateNeighbourIntersection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prefixLength</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.calculateNeighbourIntersection"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.calculateNeighbourIntersection" title="Link to this definition"></a></dt>
+<dd><p>A method to find common Neighbours</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>prefixLength</strong> – the prefix itemSet</p>
+</dd>
+</dl>
+<p>:type prefixLength:int</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.candidateCount">
+<span class="sig-name descname"><span class="pre">candidateCount</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.candidateCount" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.endTime">
+<span class="sig-name descname"><span class="pre">endTime</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.endTime" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.finalPatterns">
+<span class="sig-name descname"><span class="pre">finalPatterns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.finalPatterns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.heapList">
+<span class="sig-name descname"><span class="pre">heapList</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.heapList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.iFile">
+<span class="sig-name descname"><span class="pre">iFile</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'</span> <span class="pre">'</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.iFile" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intTostr">
+<span class="sig-name descname"><span class="pre">intTostr</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intTostr" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intersection">
+<span class="sig-name descname"><span class="pre">intersection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lst1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lst2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.intersection"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intersection" title="Link to this definition"></a></dt>
+<dd><p>A method that return the intersection of 2 list</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>lst1</strong> (<em>list</em>) – items neighbour to item1</p></li>
+<li><p><strong>lst2</strong> (<em>list</em>) – items neighbour to item2</p></li>
+</ul>
+</dd>
+</dl>
+<p>:return :intersection of two lists
+:rtype : list</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.is_equal">
+<span class="sig-name descname"><span class="pre">is_equal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transaction1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transaction2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.is_equal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.is_equal" title="Link to this definition"></a></dt>
+<dd><p>A method to Check if two transaction are identical</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>transaction1</strong> (<a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><em>Transaction</em></a>) – the first transaction.</p></li>
+<li><p><strong>transaction2</strong> (<a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><em>Transaction</em></a>) – the second transaction.</p></li>
+</ul>
+</dd>
+</dl>
+<p>:return : whether both are identical or not
+:rtype: bool</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.maxMemory">
+<span class="sig-name descname"><span class="pre">maxMemory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.maxMemory" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryRSS">
+<span class="sig-name descname"><span class="pre">memoryRSS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryRSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryUSS">
+<span class="sig-name descname"><span class="pre">memoryUSS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryUSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.minUtil">
+<span class="sig-name descname"><span class="pre">minUtil</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.minUtil" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.mine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.nFile">
+<span class="sig-name descname"><span class="pre">nFile</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'</span> <span class="pre">'</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.nFile" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.newNamesToOldNames">
+<span class="sig-name descname"><span class="pre">newNamesToOldNames</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.newNamesToOldNames" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oFile">
+<span class="sig-name descname"><span class="pre">oFile</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'</span> <span class="pre">'</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oFile" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oldNamesToNewNames">
+<span class="sig-name descname"><span class="pre">oldNamesToNewNames</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oldNamesToNewNames" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.output">
+<span class="sig-name descname"><span class="pre">output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tempPosition</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">utility</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.output"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.output" title="Link to this definition"></a></dt>
+<dd><p>A method save all high-utility itemSet to file or memory depending on what the user chose</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>tempPosition</strong> – position of last item</p>
+</dd>
+</dl>
+<p>:type tempPosition : int
+:param utility: total utility of itemSet
+:type utility: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sep">
+<span class="sig-name descname"><span class="pre">sep</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\t'</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sep" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sortDatabase">
+<span class="sig-name descname"><span class="pre">sortDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.sortDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sortDatabase" title="Link to this definition"></a></dt>
+<dd><p>A Method to sort transaction in the order of PMU</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>transactions</strong> (<a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><em>Transaction</em></a>) – transaction of items</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>sorted transaction</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction">Transaction</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sort_transaction">
+<span class="sig-name descname"><span class="pre">sort_transaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trans2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.sort_transaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sort_transaction" title="Link to this definition"></a></dt>
+<dd><p>A Method to sort transaction in the order of PMU</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>trans1</strong> (<a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><em>Transaction</em></a>) – the first transaction.</p>
+</dd>
+</dl>
+<p>:param trans2:the second transaction.
+:type trans2: Transaction
+:return: sorted transaction.
+:rtype: int</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startTime">
+<span class="sig-name descname"><span class="pre">startTime</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startTime" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.strToint">
+<span class="sig-name descname"><span class="pre">strToint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.strToint" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.temp">
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class="pre">0]</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.temp" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime">
+<span class="sig-name descname"><span class="pre">useUtilityBinArrayToCalculateLocalUtilityFirstTime</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime" title="Link to this definition"></a></dt>
+<dd><p>A method to scan the database using utility bin array to calculate the pmus</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>dataset</strong> (<em>database</em>) – the transaction database.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime">
+<span class="sig-name descname"><span class="pre">useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime" title="Link to this definition"></a></dt>
+<dd><p>Scan the initial database to calculate the subtree utility of each item using a utility-bin array</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>dataset</strong> (<a class="reference internal" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset"><em>Dataset</em></a>) – the transaction database</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArraysToCalculateUpperBounds">
+<span class="sig-name descname"><span class="pre">useUtilityBinArraysToCalculateUpperBounds</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactionsPe</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemsToKeep</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">neighbourhoodList</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#TKSHUIM.useUtilityBinArraysToCalculateUpperBounds"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArraysToCalculateUpperBounds" title="Link to this definition"></a></dt>
+<dd><p>A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P U {e}</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>transactionsPe</strong> (<em>list</em>) – transactions the projected database for P U {e}</p>
+</dd>
+</dl>
+<p>:param j:the position of j in the list of promising items
+:type j:int
+:param itemsToKeep :the list of promising items
+:type itemsToKeep: list
+:param neighbourhoodList: list of neighbourhood elements
+:type neighbourhoodList: list</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArrayLU">
+<span class="sig-name descname"><span class="pre">utilityBinArrayLU</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArrayLU" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArraySU">
+<span class="sig-name descname"><span class="pre">utilityBinArraySU</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArraySU" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.topk.TKSHUIM.</span></span><span class="sig-name descname"><span class="pre">Transaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">items</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">utilities</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transactionUtility</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pmus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class to store Transaction of a database</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>items: list</dt><dd><p>A list of items in transaction</p>
+</dd>
+<dt>utilities: list</dt><dd><p>A list of utilites of items in transaction</p>
+</dd>
+<dt>transactionUtility: int</dt><dd><p>represent total sum of all utilities in the database</p>
+</dd>
+<dt>pmus: list</dt><dd><p>represent the pmu (probable maximum utility) of each element in the transaction</p>
+</dd>
+<dt>prefixutility:</dt><dd><p>prefix Utility values of item</p>
+</dd>
+<dt>offset:</dt><dd><p>an offset pointer, used by projected transactions</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>projectedTransaction(offsetE):</dt><dd><p>A method to create new Transaction from existing till offsetE</p>
+</dd>
+<dt>getItems():</dt><dd><p>return items in transaction</p>
+</dd>
+<dt>getUtilities():</dt><dd><p>return utilities in transaction</p>
+</dd>
+<dt>getPmus():</dt><dd><p>return pmus in transaction</p>
+</dd>
+<dt>getLastPosition():</dt><dd><p>return last position in a transaction</p>
+</dd>
+<dt>removeUnpromisingItems():</dt><dd><p>A method to remove items with low Utility than minUtil</p>
+</dd>
+<dt>insertionSort():</dt><dd><p>A method to sort all items in the transaction</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getItems">
+<span class="sig-name descname"><span class="pre">getItems</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.getItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getItems" title="Link to this definition"></a></dt>
+<dd><p>A method to return items in transaction</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getLastPosition">
+<span class="sig-name descname"><span class="pre">getLastPosition</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.getLastPosition"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getLastPosition" title="Link to this definition"></a></dt>
+<dd><p>A method to return last position in a transaction</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getPmus">
+<span class="sig-name descname"><span class="pre">getPmus</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.getPmus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getPmus" title="Link to this definition"></a></dt>
+<dd><p>A method to return pmus in transaction</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getUtilities">
+<span class="sig-name descname"><span class="pre">getUtilities</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.getUtilities"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getUtilities" title="Link to this definition"></a></dt>
+<dd><p>A method to return utilities in transaction</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.insertionSort">
+<span class="sig-name descname"><span class="pre">insertionSort</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.insertionSort"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.insertionSort" title="Link to this definition"></a></dt>
+<dd><p>A method to sort items in order</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.offset">
+<span class="sig-name descname"><span class="pre">offset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.offset" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.prefixUtility">
+<span class="sig-name descname"><span class="pre">prefixUtility</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.prefixUtility" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.projectTransaction">
+<span class="sig-name descname"><span class="pre">projectTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">offsetE</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.projectTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.projectTransaction" title="Link to this definition"></a></dt>
+<dd><p>A method to create new Transaction from existing till offsetE</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>offsetE</strong> (<em>int</em>) – an offset over the original transaction for projecting the transaction</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.removeUnpromisingItems">
+<span class="sig-name descname"><span class="pre">removeUnpromisingItems</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oldNamesToNewNames</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#Transaction.removeUnpromisingItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.removeUnpromisingItems" title="Link to this definition"></a></dt>
+<dd><p>A method to remove items with low Utility than minUtil</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>oldNamesToNewNames</strong> (<em>map</em>) – A map represent old namses to new names</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.main">
+<span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.topk.TKSHUIM.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html#main"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.main" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.topk.abstract">
+<span id="pami-highutilityspatialpattern-topk-abstract-module"></span><h2>PAMI.highUtilitySpatialPattern.topk.abstract module<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.topk.abstract" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.highUtilitySpatialPattern.topk.abstract.</span></span><span class="sig-name descname"><span class="pre">utilityPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This abstract base class defines the variables and methods that every topk spatial high utility pattern mining algorithm must
+employ in PAMI</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>k: integer</dt><dd><p>The user can specify k (top-k)</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the algorithm</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the algorithm</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Calling this function will start the actual mining process</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>This function will output all interesting patterns discovered by an algorithm</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>This function will store the discovered patterns in an output file specified by the user</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>The function outputs the patterns generated by an algorithm as a data frame</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>This function outputs the total amount of USS memory consumed by a mining algorithm</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>This function outputs the total amount of RSS memory consumed by a mining algorithm</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>This function outputs the total runtime of a mining algorithm</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.endTime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">endTime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.endTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.endTime" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the end time of the complete program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.finalPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">finalPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.finalPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.finalPatterns" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the complete set of patterns in a dictionary</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Complete set of patterns generated will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatternsAsDataFrame">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Complete set of generated patterns will be loaded in to data frame from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getRuntime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.iFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">iFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.iFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.iFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the input file path/file name</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.memoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Variable to store RSS memory consumed by the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.memoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Variable to store USS memory consumed by the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.nFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.nFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.nFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the neighbourhood file path/file name</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.oFile">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">oFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.oFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.oFile" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the name of the output file to store the complete set of frequent patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.printResults">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the results of execution</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.save">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of patterns will be saved in to an output file from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>oFile</strong> (<em>csv file</em>) – Name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startMine">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startMine" title="Link to this definition"></a></dt>
+<dd><p>Code for the mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startTime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startTime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html#utilityPatterns.startTime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startTime" title="Link to this definition"></a></dt>
+<dd><p>Variable to store the start time of the mining process</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.highUtilitySpatialPattern.topk">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.highUtilitySpatialPattern.topk" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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diff --git a/sphinx/_build/html/PAMI.html b/sphinx/_build/html/PAMI.html
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+<html class="writer-html5" lang="en" >
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+  <title>PAMI package &mdash; PAMI 2024.04.23 documentation</title>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">PAMI package</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#subpackages">Subpackages</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
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+      <li class="breadcrumb-item active">PAMI package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.rst.txt" rel="nofollow"> View page source</a>
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+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pami-package">
+<h1>PAMI package<a class="headerlink" href="#pami-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.basic.html">PAMI.AssociationRules.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithConfidence">PAMI.AssociationRules.basic.ARWithConfidence module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLeverage">PAMI.AssociationRules.basic.ARWithLeverage module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLift">PAMI.AssociationRules.basic.ARWithLift module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.RuleMiner">PAMI.AssociationRules.basic.RuleMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.abstract">PAMI.AssociationRules.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.AssociationRules.html#module-PAMI.AssociationRules">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.correlatedPattern.basic.html">PAMI.correlatedPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMine">PAMI.correlatedPattern.basic.CoMine module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMinePlus">PAMI.correlatedPattern.basic.CoMinePlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.abstract">PAMI.correlatedPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.correlatedPattern.html#module-PAMI.correlatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.coveragePattern.basic.html">PAMI.coveragePattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CMine">PAMI.coveragePattern.basic.CMine module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CPPG">PAMI.coveragePattern.basic.CPPG module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.abstract">PAMI.coveragePattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.coveragePattern.html#module-PAMI.coveragePattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.DF2DB.html">PAMI.extras.DF2DB package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DF2DB">PAMI.extras.DF2DB.DF2DB module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#pami-extras-df2db-df2dbplus-module">PAMI.extras.DF2DB.DF2DBPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DenseFormatDF">PAMI.extras.DF2DB.DenseFormatDF module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.SparseFormatDF">PAMI.extras.DF2DB.SparseFormatDF module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.createTDB">PAMI.extras.DF2DB.createTDB module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DBPlus">PAMI.extras.DF2DB.denseDF2DBPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DB_dump">PAMI.extras.DF2DB.denseDF2DB_dump module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.sparseDF2DBPlus">PAMI.extras.DF2DB.sparseDF2DBPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.calculateMISValues.html">PAMI.extras.calculateMISValues package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingBeta">PAMI.extras.calculateMISValues.usingBeta module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingSD">PAMI.extras.calculateMISValues.usingSD module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.dbStats.html">PAMI.extras.dbStats package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.FuzzyDatabase">PAMI.extras.dbStats.FuzzyDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.SequentialDatabase">PAMI.extras.dbStats.SequentialDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TemporalDatabase">PAMI.extras.dbStats.TemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TransactionalDatabase">PAMI.extras.dbStats.TransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTemporalDatabase">PAMI.extras.dbStats.UncertainTemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTransactionalDatabase">PAMI.extras.dbStats.UncertainTransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UtilityDatabase">PAMI.extras.dbStats.UtilityDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html">PAMI.extras.fuzzyTransformation package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.abstract">PAMI.extras.fuzzyTransformation.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy">PAMI.extras.fuzzyTransformation.temporalToFuzzy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy">PAMI.extras.fuzzyTransformation.transactionalToFuzzy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#pami-extras-fuzzytransformation-utilitytofuzzy-module">PAMI.extras.fuzzyTransformation.utilityToFuzzy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.generateDatabase.html">PAMI.extras.generateDatabase package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTemporalDatabase">PAMI.extras.generateDatabase.generateTemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTransactionalDatabase">PAMI.extras.generateDatabase.generateTransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.graph.html">PAMI.extras.graph package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.DF2Fig">PAMI.extras.graph.DF2Fig module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#pami-extras-graph-df2tex-module">PAMI.extras.graph.DF2Tex module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphFromDictionary">PAMI.extras.graph.plotLineGraphFromDictionary module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphsFromDataFrame">PAMI.extras.graph.plotLineGraphsFromDataFrame module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizeFuzzyPatterns">PAMI.extras.graph.visualizeFuzzyPatterns module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizePatterns">PAMI.extras.graph.visualizePatterns module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.graph.html#module-PAMI.extras.graph">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.image2Database.html">PAMI.extras.image2Database package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.image2Database.html#module-PAMI.extras.image2Database">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.imageProcessing.html">PAMI.extras.imageProcessing package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing.imagery2Databases">PAMI.extras.imageProcessing.imagery2Databases module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.messaging.html">PAMI.extras.messaging package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.discord">PAMI.extras.messaging.discord module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.gmail">PAMI.extras.messaging.gmail module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.messaging.html#module-PAMI.extras.messaging">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.neighbours.html">PAMI.extras.neighbours package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean">PAMI.extras.neighbours.findNeighboursUsingEuclidean module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic">PAMI.extras.neighbours.findNeighboursUsingGeodesic module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.sampleDatasets.html">PAMI.extras.sampleDatasets package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.sampleDatasets.html#module-PAMI.extras.sampleDatasets">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.stats.html">PAMI.extras.stats package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.TransactionalDatabase">PAMI.extras.stats.TransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.graphDatabase">PAMI.extras.stats.graphDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.sequentialDatabase">PAMI.extras.stats.sequentialDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.temporalDatabase">PAMI.extras.stats.temporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats.utilityDatabase">PAMI.extras.stats.utilityDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.stats.html#module-PAMI.extras.stats">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html">PAMI.extras.syntheticDataGenerator package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase">PAMI.extras.syntheticDataGenerator.TemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase">PAMI.extras.syntheticDataGenerator.TransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility">PAMI.extras.syntheticDataGenerator.createSyntheticUtility module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase">PAMI.extras.syntheticDataGenerator.fuzzyDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTemporal">PAMI.extras.syntheticDataGenerator.generateTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTransactional">PAMI.extras.syntheticDataGenerator.generateTransactional module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.utilityDatabase">PAMI.extras.syntheticDataGenerator.utilityDatabase module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.visualize.html">PAMI.extras.visualize package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.visualize.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.visualize.html#module-PAMI.extras.visualize.graphs">PAMI.extras.visualize.graphs module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.visualize.html#module-PAMI.extras.visualize">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#pami-extras-convertmultitsintofuzzy-module">PAMI.extras.convertMultiTSIntoFuzzy module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.generateLatexGraphFile">PAMI.extras.generateLatexGraphFile module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexCode"><code class="docutils literal notranslate"><span class="pre">generateLatexCode()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexGraphFile"><code class="docutils literal notranslate"><span class="pre">generateLatexGraphFile</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap">PAMI.extras.plotPointOnMap module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.convertPOINT"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.convertPOINT()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.findTopKPatterns"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.findTopKPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.plotPointInMap"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.plotPointInMap()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap_dump">PAMI.extras.plotPointOnMap_dump module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.convertPOINT"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.convertPOINT()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.findTopKPatterns"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.findTopKPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.plotPointInMap"><code class="docutils literal notranslate"><span class="pre">plotPointOnMap.plotPointInMap()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.scatterPlotSpatialPoints">PAMI.extras.scatterPlotSpatialPoints module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints"><code class="docutils literal notranslate"><span class="pre">scatterPlotSpatialPoints</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints.scatterPlotSpatialPoints"><code class="docutils literal notranslate"><span class="pre">scatterPlotSpatialPoints.scatterPlotSpatialPoints()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.topKPatterns">PAMI.extras.topKPatterns module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns"><code class="docutils literal notranslate"><span class="pre">topKPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.getTopKPatterns"><code class="docutils literal notranslate"><span class="pre">topKPatterns.getTopKPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.save"><code class="docutils literal notranslate"><span class="pre">topKPatterns.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.uncertaindb_convert">PAMI.extras.uncertaindb_convert module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction"><code class="docutils literal notranslate"><span class="pre">predictedClass2Transaction</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction.getBinaryTransaction"><code class="docutils literal notranslate"><span class="pre">predictedClass2Transaction.getBinaryTransaction()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html">PAMI.faultTolerantFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori">PAMI.faultTolerantFrequentPattern.basic.FTApriori module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.abstract">PAMI.faultTolerantFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html#module-PAMI.faultTolerantFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.basic.html">PAMI.frequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.Apriori">PAMI.frequentPattern.basic.Apriori module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLAT">PAMI.frequentPattern.basic.ECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATDiffset">PAMI.frequentPattern.basic.ECLATDiffset module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATbitset">PAMI.frequentPattern.basic.ECLATbitset module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.FPGrowth">PAMI.frequentPattern.basic.FPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.abstract">PAMI.frequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.closed.html">PAMI.frequentPattern.closed package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.CHARM">PAMI.frequentPattern.closed.CHARM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.abstract">PAMI.frequentPattern.closed.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.cuda.html">PAMI.frequentPattern.cuda package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-abstract-module">PAMI.frequentPattern.cuda.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cuapriori-module">PAMI.frequentPattern.cuda.cuApriori module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cuaprioribit-module">PAMI.frequentPattern.cuda.cuAprioriBit module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cueclat-module">PAMI.frequentPattern.cuda.cuEclat module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cueclatbit-module">PAMI.frequentPattern.cuda.cuEclatBit module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaapriorigct-module">PAMI.frequentPattern.cuda.cudaAprioriGCT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaaprioritid-module">PAMI.frequentPattern.cuda.cudaAprioriTID module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#pami-frequentpattern-cuda-cudaeclatgct-module">PAMI.frequentPattern.cuda.cudaEclatGCT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.cuda.html#module-PAMI.frequentPattern.cuda">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.maximal.html">PAMI.frequentPattern.maximal package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.MaxFPGrowth">PAMI.frequentPattern.maximal.MaxFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.abstract">PAMI.frequentPattern.maximal.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html">PAMI.frequentPattern.pyspark package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-abstract-module">PAMI.frequentPattern.pyspark.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-parallelapriori-module">PAMI.frequentPattern.pyspark.parallelApriori module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-paralleleclat-module">PAMI.frequentPattern.pyspark.parallelECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#pami-frequentpattern-pyspark-parallelfpgrowth-module">PAMI.frequentPattern.pyspark.parallelFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.pyspark.html#module-PAMI.frequentPattern.pyspark">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.topk.html">PAMI.frequentPattern.topk package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.FAE">PAMI.frequentPattern.topk.FAE module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.abstract">PAMI.frequentPattern.topk.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.frequentPattern.html#module-PAMI.frequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html">PAMI.fuzzyCorrelatedPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.abstract">PAMI.fuzzyCorrelatedPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html#module-PAMI.fuzzyCorrelatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html">PAMI.fuzzyFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner">PAMI.fuzzyFrequentPattern.basic.FFIMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.abstract">PAMI.fuzzyFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html#module-PAMI.fuzzyFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html">PAMI.fuzzyGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html#module-PAMI.fuzzyGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html">PAMI.fuzzyPartialPeriodicPatterns.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract">PAMI.fuzzyPartialPeriodicPatterns.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html#module-PAMI.fuzzyPartialPeriodicPatterns">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html">PAMI.fuzzyPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html#module-PAMI.fuzzyPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html">PAMI.geoReferencedPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract">PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html#module-PAMI.geoReferencedPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html">PAMI.georeferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#pami-georeferencedfrequentpattern-basic-fspgrowth-module">PAMI.georeferencedFrequentPattern.basic.FSPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.abstract">PAMI.georeferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html#module-PAMI.georeferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern.abstract">PAMI.georeferencedFrequentSequencePattern.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html">PAMI.georeferencedPartialPeriodicPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract">PAMI.georeferencedPartialPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html#module-PAMI.georeferencedPartialPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html">PAMI.highUtilityFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.HUFIM">PAMI.highUtilityFrequentPattern.basic.HUFIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.abstract">PAMI.highUtilityFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html#module-PAMI.highUtilityFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html">PAMI.highUtilityGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract">PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html#module-PAMI.highUtilityGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html">PAMI.highUtilityPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.EFIM">PAMI.highUtilityPattern.basic.EFIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.HMiner">PAMI.highUtilityPattern.basic.HMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.UPGrowth">PAMI.highUtilityPattern.basic.UPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.abstract">PAMI.highUtilityPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#pami-highutilitypattern-basic-efimparallel-module">PAMI.highUtilityPattern.basic.efimParallel module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html">PAMI.highUtilityPattern.parallel package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel.abstract">PAMI.highUtilityPattern.parallel.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#pami-highutilitypattern-parallel-efimparallel-module">PAMI.highUtilityPattern.parallel.efimparallel module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPattern.html#module-PAMI.highUtilityPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#pami-highutilitypatternsinstreams-hupms-module">PAMI.highUtilityPatternsInStreams.HUPMS module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#pami-highutilitypatternsinstreams-shugrowth-module">PAMI.highUtilityPatternsInStreams.SHUGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams.abstract">PAMI.highUtilityPatternsInStreams.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html">PAMI.highUtilitySpatialPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM">PAMI.highUtilitySpatialPattern.basic.HDSHUIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.SHUIM">PAMI.highUtilitySpatialPattern.basic.SHUIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.abstract">PAMI.highUtilitySpatialPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html">PAMI.highUtilitySpatialPattern.topk package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM">PAMI.highUtilitySpatialPattern.topk.TKSHUIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.abstract">PAMI.highUtilitySpatialPattern.topk.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern.abstract">PAMI.highUtilitySpatialPattern.abstract module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.endTime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.endTime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.finalPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.finalPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatterns"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getRuntime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.iFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.iFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryRSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.memoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryUSS"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.memoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.minUtil"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.minUtil()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.nFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.nFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.oFile"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.oFile()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.save"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startMine"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startTime"><code class="docutils literal notranslate"><span class="pre">utilityPatterns.startTime()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html">PAMI.localPeriodicPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPGrowth">PAMI.localPeriodicPattern.basic.LPPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMBreadth">PAMI.localPeriodicPattern.basic.LPPMBreadth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMDepth">PAMI.localPeriodicPattern.basic.LPPMDepth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.abstract">PAMI.localPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.html#module-PAMI.localPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html">PAMI.multipleMinimumSupportBasedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html">PAMI.partialPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#pami-partialperiodicfrequentpattern-basic-gpfgrowth-module">PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#pami-partialperiodicfrequentpattern-basic-ppf-dfs-module">PAMI.partialPeriodicFrequentPattern.basic.PPF_DFS module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic.abstract">PAMI.partialPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html#module-PAMI.partialPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html">PAMI.partialPeriodicPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#pami-partialperiodicpattern-basic-gthreepgrowth-module">PAMI.partialPeriodicPattern.basic.GThreePGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.Gabstract">PAMI.partialPeriodicPattern.basic.Gabstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPPGrowth">PAMI.partialPeriodicPattern.basic.PPPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT">PAMI.partialPeriodicPattern.basic.PPP_ECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.abstract">PAMI.partialPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html">PAMI.partialPeriodicPattern.closed package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.PPPClose">PAMI.partialPeriodicPattern.closed.PPPClose module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.abstract">PAMI.partialPeriodicPattern.closed.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html">PAMI.partialPeriodicPattern.maximal package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#pami-partialperiodicpattern-maximal-max3pgrowth-module">PAMI.partialPeriodicPattern.maximal.Max3PGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal.abstract">PAMI.partialPeriodicPattern.maximal.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html">PAMI.partialPeriodicPattern.pyspark package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark.abstract">PAMI.partialPeriodicPattern.pyspark.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#pami-partialperiodicpattern-pyspark-parallel3pgrowth-module">PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html">PAMI.partialPeriodicPattern.topk package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.abstract">PAMI.partialPeriodicPattern.topk.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.k3PMiner">PAMI.partialPeriodicPattern.topk.k3PMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.html#module-PAMI.partialPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth"><code class="docutils literal notranslate"><span class="pre">PPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">PPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">PPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">PPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">PPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.save"><code class="docutils literal notranslate"><span class="pre">PPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">PPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract">PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html">PAMI.periodicCorrelatedPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.abstract">PAMI.periodicCorrelatedPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html#module-PAMI.periodicCorrelatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html">PAMI.periodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFECLAT">PAMI.periodicFrequentPattern.basic.PFECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowth">PAMI.periodicFrequentPattern.basic.PFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPMC">PAMI.periodicFrequentPattern.basic.PFPMC module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PSGrowth">PAMI.periodicFrequentPattern.basic.PSGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.abstract">PAMI.periodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#pami-periodicfrequentpattern-basic-parallelpfpgrowth-module">PAMI.periodicFrequentPattern.basic.parallelPFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html">PAMI.periodicFrequentPattern.closed package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.CPFPMiner">PAMI.periodicFrequentPattern.closed.CPFPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.abstract">PAMI.periodicFrequentPattern.closed.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html">PAMI.periodicFrequentPattern.cuda package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-abstract-module">PAMI.periodicFrequentPattern.cuda.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-cugpfminer-module">PAMI.periodicFrequentPattern.cuda.cuGPFMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-gpfminerbit-module">PAMI.periodicFrequentPattern.cuda.gPFMinerBit module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#module-PAMI.periodicFrequentPattern.cuda">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html">PAMI.periodicFrequentPattern.maximal package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.abstract">PAMI.periodicFrequentPattern.maximal.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html">PAMI.periodicFrequentPattern.pyspark package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#pami-periodicfrequentpattern-pyspark-abstract-module">PAMI.periodicFrequentPattern.pyspark.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#pami-periodicfrequentpattern-pyspark-parallelpfpgrowth-module">PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#module-PAMI.periodicFrequentPattern.pyspark">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.html">PAMI.periodicFrequentPattern.topk package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.html#module-PAMI.periodicFrequentPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.html#module-PAMI.periodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.recurringPattern.basic.html">PAMI.recurringPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.RPGrowth">PAMI.recurringPattern.basic.RPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.abstract">PAMI.recurringPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.html#module-PAMI.recurringPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html">PAMI.relativeFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth">PAMI.relativeFrequentPattern.basic.RSFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.abstract">PAMI.relativeFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.html#module-PAMI.relativeFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html">PAMI.relativeHighUtilityPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.RHUIM">PAMI.relativeHighUtilityPattern.basic.RHUIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.abstract">PAMI.relativeHighUtilityPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html#module-PAMI.relativeHighUtilityPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequence.html#module-PAMI.sequence">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html">PAMI.sequentialPatternMining.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPADE">PAMI.sequentialPatternMining.basic.SPADE module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPAM">PAMI.sequentialPatternMining.basic.SPAM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.abstract">PAMI.sequentialPatternMining.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.prefixSpan">PAMI.sequentialPatternMining.basic.prefixSpan module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html">PAMI.sequentialPatternMining.closed package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.abstract">PAMI.sequentialPatternMining.closed.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.bide">PAMI.sequentialPatternMining.closed.bide module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.html#module-PAMI.sequentialPatternMining">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html">PAMI.stablePeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#pami-stableperiodicfrequentpattern-basic-sppgrowth-module">PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#pami-stableperiodicfrequentpattern-basic-sppgrowthdump-module">PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.abstract">PAMI.stablePeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html">PAMI.stablePeriodicFrequentPattern.topK package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN">PAMI.stablePeriodicFrequentPattern.topK.TSPIN module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.abstract">PAMI.stablePeriodicFrequentPattern.topK.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html#module-PAMI.stablePeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html">PAMI.subgraphMining.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.abstract">PAMI.subgraphMining.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.dfsCode">PAMI.subgraphMining.basic.dfsCode module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.edge">PAMI.subgraphMining.basic.edge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.extendedEdge">PAMI.subgraphMining.basic.extendedEdge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.frequentSubgraph">PAMI.subgraphMining.basic.frequentSubgraph module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.graph">PAMI.subgraphMining.basic.graph module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.gspan">PAMI.subgraphMining.basic.gspan module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.sparseTriangularMatrix">PAMI.subgraphMining.basic.sparseTriangularMatrix module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.vertex">PAMI.subgraphMining.basic.vertex module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html">PAMI.subgraphMining.topK package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSCode">PAMI.subgraphMining.topK.DFSCode module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSThread">PAMI.subgraphMining.topK.DFSThread module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.abstract">PAMI.subgraphMining.topK.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.edge">PAMI.subgraphMining.topK.edge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.extendedEdge">PAMI.subgraphMining.topK.extendedEdge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.frequentSubgraph">PAMI.subgraphMining.topK.frequentSubgraph module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.graph">PAMI.subgraphMining.topK.graph module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.sparseTriangularMatrix">PAMI.subgraphMining.topK.sparseTriangularMatrix module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.tkg">PAMI.subgraphMining.topK.tkg module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.vertex">PAMI.subgraphMining.topK.vertex module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.html#module-PAMI.subgraphMining">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine"><code class="docutils literal notranslate"><span class="pre">VBFTMine</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">VBFTMine.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">VBFTMine.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatterns"><code class="docutils literal notranslate"><span class="pre">VBFTMine.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">VBFTMine.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getRuntime"><code class="docutils literal notranslate"><span class="pre">VBFTMine.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.mine"><code class="docutils literal notranslate"><span class="pre">VBFTMine.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.printResults"><code class="docutils literal notranslate"><span class="pre">VBFTMine.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.save"><code class="docutils literal notranslate"><span class="pre">VBFTMine.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.startMine"><code class="docutils literal notranslate"><span class="pre">VBFTMine.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract">PAMI.uncertainFaultTolerantFrequentPattern.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html">PAMI.uncertainFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.CUFPTree">PAMI.uncertainFrequentPattern.basic.CUFPTree module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-pufgrowth-module">PAMI.uncertainFrequentPattern.basic.PUFGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tufp-module">PAMI.uncertainFrequentPattern.basic.TUFP module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tubep-module">PAMI.uncertainFrequentPattern.basic.TubeP module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tubes-module">PAMI.uncertainFrequentPattern.basic.TubeS module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-ufgrowth-module">PAMI.uncertainFrequentPattern.basic.UFGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-uveclat-module">PAMI.uncertainFrequentPattern.basic.UVECLAT module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.abstract">PAMI.uncertainFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html#module-PAMI.uncertainFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html">PAMI.uncertainGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract">PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html#module-PAMI.uncertainGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html">PAMI.uncertainPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract">PAMI.uncertainPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html#module-PAMI.uncertainPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html">PAMI.weightedFrequentNeighbourhoodPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract">PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html#module-PAMI.weightedFrequentNeighbourhoodPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html">PAMI.weightedFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.WFIM">PAMI.weightedFrequentPattern.basic.WFIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.abstract">PAMI.weightedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.html#module-PAMI.weightedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html">PAMI.weightedFrequentRegularPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.abstract">PAMI.weightedFrequentRegularPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html#module-PAMI.weightedFrequentRegularPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html">PAMI.weightedUncertainFrequentPattern.basic package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM">PAMI.weightedUncertainFrequentPattern.basic.WUFIM module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.abstract">PAMI.weightedUncertainFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html#module-PAMI.weightedUncertainFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI" title="Link to this heading"></a></h2>
+<p>PAMI</p>
+<p>A PAttern MIning python library.</p>
+</section>
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+
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+  <section id="pami-localperiodicpattern-basic-package">
+<h1>PAMI.localPeriodicPattern.basic package<a class="headerlink" href="#pami-localperiodicpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.localPeriodicPattern.basic.LPPGrowth">
+<span id="pami-localperiodicpattern-basic-lppgrowth-module"></span><h2>PAMI.localPeriodicPattern.basic.LPPGrowth module<a class="headerlink" href="#module-PAMI.localPeriodicPattern.basic.LPPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.localPeriodicPattern.basic.LPPGrowth.</span></span><span class="sig-name descname"><span class="pre">LPPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxSoPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minDur</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_localPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined
+time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some
+time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable
+lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those
+time-intervals have a minimum duration.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in
+a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of local periodic pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of local periodic patterns</p></li>
+<li><p><strong>minDur</strong> – str:
+Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>maxPer</strong> – float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>maxSoPer</strong> – float:
+Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Output file name or path of the output file</p>
+</dd>
+<dt>maxPer<span class="classifier">float</span></dt><dd><p>User defined maxPer value.</p>
+</dd>
+<dt>maxSoPer<span class="classifier">float</span></dt><dd><p>User defined maxSoPer value.</p>
+</dd>
+<dt>minDur<span class="classifier">float</span></dt><dd><p>User defined minDur value.</p>
+</dd>
+<dt>tsMin<span class="classifier">int / date</span></dt><dd><p>First time stamp of input data.</p>
+</dd>
+<dt>tsMax<span class="classifier">int / date</span></dt><dd><p>Last time stamp of input data.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>Time when start of execution the algorithm.</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>Time when end of execution the algorithm.</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store local periodic patterns and its PTL.</p>
+</dd>
+<dt>tsList<span class="classifier">dict</span></dt><dd><p>To store items and its time stamp as bit vector.</p>
+</dd>
+<dt>root<span class="classifier">Tree</span></dt><dd><p>It is root node of transaction tree of whole input data.</p>
+</dd>
+<dt>PTL<span class="classifier">dict</span></dt><dd><p>Storing the item and its PTL.</p>
+</dd>
+<dt>items<span class="classifier">list</span></dt><dd><p>Storing local periodic item list.</p>
+</dd>
+<dt>sep: str</dt><dd><p>separator used to distinguish items from each other. The default separator is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>findSeparator(line)</dt><dd><p>Find the separator of the line which split strings.</p>
+</dd>
+<dt>creteLPPlist()</dt><dd><p>Create the local periodic patterns list from input data.</p>
+</dd>
+<dt>createTSList()</dt><dd><p>Create the tsList as bit vector from input data.</p>
+</dd>
+<dt>generateLPP()</dt><dd><p>Generate 1 length local periodic pattens by tsList and execute depth first search.</p>
+</dd>
+<dt>createLPPTree()</dt><dd><p>Create LPPTree of local periodic item from input data.</p>
+</dd>
+<dt>patternGrowth(tree, prefix, prefixPFList)</dt><dd><p>Execute pattern growth algorithm. It is important function in this program.</p>
+</dd>
+<dt>calculatePTL(tsList)</dt><dd><p>Calculate PTL from input tsList as integer list.</p>
+</dd>
+<dt>calculatePTLbit(tsList)</dt><dd><p>Calculate PTL from input tsList as bit vector.</p>
+</dd>
+<dt>mine()</dt><dd><p>Mining process will start from here.</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getLocalPeriodicPatterns()</dt><dd><p>return local periodic patterns and its PTL</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of local periodic patterns will be loaded in to an output file.</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of local periodic patterns will be loaded in to a dataframe.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPMGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;minSoPer&gt;<span class="w"> </span>&lt;minDur&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPMGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.5
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">LPPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">LPPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxSoPer</span><span class="p">,</span> <span class="n">minDur</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">localPeriodicPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total number of local periodic patterns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">localPeriodicPatterns</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in USS: </span><span class="si">{</span><span class="n">memUSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in RSS: </span><span class="si">{</span><span class="n">memRSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">runtime</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total execution time in seconds: </span><span class="si">{</span><span class="n">runtime</span><span class="si">}</span><span class="s1">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of local periodic patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final local periodic patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning local periodic patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of local periodic patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#LPPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Node">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.localPeriodicPattern.basic.LPPGrowth.</span></span><span class="sig-name descname"><span class="pre">Node</span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class used to represent the node of localPeriodicPatternTree</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>item<span class="classifier">int</span></dt><dd><p>storing item of a node</p>
+</dd>
+<dt>parent<span class="classifier">node</span></dt><dd><p>To maintain the parent of every node</p>
+</dd>
+<dt>child<span class="classifier">list</span></dt><dd><p>To maintain the children of node</p>
+</dd>
+<dt>nodeLink<span class="classifier">node</span></dt><dd><p>To maintain the next node of node</p>
+</dd>
+<dt>tidList<span class="classifier">set</span></dt><dd><p>To maintain timestamps of node</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>getChild(itemName)</dt><dd><p>storing the children to their respective parent nodes</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Node.getChild">
+<span class="sig-name descname"><span class="pre">getChild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node" title="PAMI.localPeriodicPattern.basic.LPPGrowth.Node"><span class="pre">Node</span></a></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Node.getChild"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node.getChild" title="Link to this definition"></a></dt>
+<dd><p>This function is used to get child node from the parent node</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>item</strong> (<em>int</em>) – item of the parent node</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>if node have node of item, then return it. if node don’t have return []</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node" title="PAMI.localPeriodicPattern.basic.LPPGrowth.Node">Node</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Tree">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.localPeriodicPattern.basic.LPPGrowth.</span></span><span class="sig-name descname"><span class="pre">Tree</span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Tree"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class used to represent the frequentPatternGrowth tree structure</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>root<span class="classifier">node</span></dt><dd><p>Represents the root node of the tree</p>
+</dd>
+<dt>nodeLinks<span class="classifier">dictionary</span></dt><dd><p>storing last node of each item</p>
+</dd>
+<dt>firstNodeLink<span class="classifier">dictionary</span></dt><dd><p>storing first node of each item</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>addTransaction(transaction,timeStamp)</dt><dd><p>creating transaction as a branch in frequentPatternTree</p>
+</dd>
+<dt>fixNodeLinks(itemName, newNode)</dt><dd><p>add newNode link after last node of item</p>
+</dd>
+<dt>deleteNode(itemName)</dt><dd><p>delete all node of item</p>
+</dd>
+<dt>createPrefixTree(path,timeStampList)</dt><dd><p>create prefix tree by path</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.addTransaction">
+<span class="sig-name descname"><span class="pre">addTransaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Tree.addTransaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.addTransaction" title="Link to this definition"></a></dt>
+<dd><p>add transaction into tree</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>transaction</strong> (<em>list</em>) – it represents the one transaction in database</p></li>
+<li><p><strong>tid</strong> (<em>list</em><em> or </em><em>int</em>) – represents the timestamp of transaction</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.createPrefixTree">
+<span class="sig-name descname"><span class="pre">createPrefixTree</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tidList</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Tree.createPrefixTree"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.createPrefixTree" title="Link to this definition"></a></dt>
+<dd><p>create prefix tree by path</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>list</em>) – it represents path to root from prefix node</p></li>
+<li><p><strong>tidList</strong> (<em>list</em>) – it represents tid of each item</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.deleteNode">
+<span class="sig-name descname"><span class="pre">deleteNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Tree.deleteNode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.deleteNode" title="Link to this definition"></a></dt>
+<dd><p>delete the node from tree</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>item</strong> (<em>str</em>) – it represents the item name of node</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.fixNodeLinks">
+<span class="sig-name descname"><span class="pre">fixNodeLinks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newNode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node" title="PAMI.localPeriodicPattern.basic.LPPGrowth.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html#Tree.fixNodeLinks"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.fixNodeLinks" title="Link to this definition"></a></dt>
+<dd><p>fix node link</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>item</strong> (<em>string</em>) – it represents item name of newNode</p></li>
+<li><p><strong>newNode</strong> (<a class="reference internal" href="#PAMI.localPeriodicPattern.basic.LPPGrowth.Node" title="PAMI.localPeriodicPattern.basic.LPPGrowth.Node"><em>Node</em></a>) – it represents node which is added</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.localPeriodicPattern.basic.LPPMBreadth">
+<span id="pami-localperiodicpattern-basic-lppmbreadth-module"></span><h2>PAMI.localPeriodicPattern.basic.LPPMBreadth module<a class="headerlink" href="#module-PAMI.localPeriodicPattern.basic.LPPMBreadth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.localPeriodicPattern.basic.LPPMBreadth.</span></span><span class="sig-name descname"><span class="pre">LPPMBreadth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxSoPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minDur</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_localPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined
+time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some
+time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable
+lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those
+time-intervals have a minimum duration.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in
+a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of local periodic pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of local periodic patterns</p></li>
+<li><p><strong>minDur</strong> – str:
+Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>maxPer</strong> – float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>maxSoPer</strong> – float:
+Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Output file name or path of the output file</p>
+</dd>
+<dt>maxPer<span class="classifier">float</span></dt><dd><p>User defined maxPer value.</p>
+</dd>
+<dt>maxSoPer<span class="classifier">float</span></dt><dd><p>User defined maxSoPer value.</p>
+</dd>
+<dt>minDur<span class="classifier">float</span></dt><dd><p>User defined minDur value.</p>
+</dd>
+<dt>tsMin<span class="classifier">int / date</span></dt><dd><p>First time stamp of input data.</p>
+</dd>
+<dt>tsMax<span class="classifier">int / date</span></dt><dd><p>Last time stamp of input data.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>Time when start of execution the algorithm.</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>Time when end of execution the algorithm.</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store local periodic patterns and its PTL.</p>
+</dd>
+<dt>tsList<span class="classifier">dict</span></dt><dd><p>To store items and its time stamp as bit vector.</p>
+</dd>
+<dt>sep: str</dt><dd><p>separator used to distinguish items from each other. The default separator is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>createTSList()</dt><dd><p>Create the tsList as bit vector from input data.</p>
+</dd>
+<dt>generateLPP()</dt><dd><p>Generate 1 length local periodic pattens by tsList and execute depth first search.</p>
+</dd>
+<dt>calculatePTL(tsList)</dt><dd><p>Calculate PTL from input tsList as bit vector</p>
+</dd>
+<dt>LPPMBreathSearch(extensionOfP)</dt><dd><p>Mining local periodic patterns using breadth first search.</p>
+</dd>
+<dt>mine()</dt><dd><p>Mining process will start from here.</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getLocalPeriodicPatterns()</dt><dd><p>return local periodic patterns and its PTL</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of local periodic patterns will be loaded in to an output file.</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of local periodic patterns will be loaded in to a dataframe.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPBreadth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;minSoPer&gt;<span class="w"> </span>&lt;minDur&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPMBreadth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.5
+</pre></div>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">LPPMBreadth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">LPPMBreadth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxSoPer</span><span class="p">,</span> <span class="n">minDur</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">localPeriodicPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total number of local periodic patterns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">localPeriodicPatterns</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in USS: </span><span class="si">{</span><span class="n">memUSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in RSS: </span><span class="si">{</span><span class="n">memRSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">runtime</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total execution time in seconds: </span><span class="si">{</span><span class="n">runtime</span><span class="si">}</span><span class="s1">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Set</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of local periodic patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final local periodic patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning local periodic patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of local periodic patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMBreadth.html#LPPMBreadth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.localPeriodicPattern.basic.LPPMDepth">
+<span id="pami-localperiodicpattern-basic-lppmdepth-module"></span><h2>PAMI.localPeriodicPattern.basic.LPPMDepth module<a class="headerlink" href="#module-PAMI.localPeriodicPattern.basic.LPPMDepth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.localPeriodicPattern.basic.LPPMDepth.</span></span><span class="sig-name descname"><span class="pre">LPPMDepth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxSoPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minDur</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_localPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined
+time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some
+time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable
+lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those
+time-intervals have a minimum duration.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in
+a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of local periodic pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of local periodic patterns</p></li>
+<li><p><strong>minDur</strong> – str:
+Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>maxPer</strong> – float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>maxSoPer</strong> – float:
+Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Output file name or path of the output file</p>
+</dd>
+<dt>maxPer<span class="classifier">float</span></dt><dd><p>User defined maxPer value.</p>
+</dd>
+<dt>maxSoPer<span class="classifier">float</span></dt><dd><p>User defined maxSoPer value.</p>
+</dd>
+<dt>minDur<span class="classifier">float</span></dt><dd><p>User defined minDur value.</p>
+</dd>
+<dt>tsmin<span class="classifier">int / date</span></dt><dd><p>First time stamp of input data.</p>
+</dd>
+<dt>tsmax<span class="classifier">int / date</span></dt><dd><p>Last time stamp of input data.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>Time when start of execution the algorithm.</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>Time when end of execution the algorithm.</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store local periodic patterns and its PTL.</p>
+</dd>
+<dt>tsList<span class="classifier">dict</span></dt><dd><p>To store items and its time stamp as bit vector.</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>separator used to distinguish items from each other. The default separator is tab space.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>createTSlist()</dt><dd><p>Create the TSlist as bit vector from input data.</p>
+</dd>
+<dt>generateLPP()</dt><dd><p>Generate 1 length local periodic pattens by TSlist and execute depth first search.</p>
+</dd>
+<dt>calculatePTL(tsList)</dt><dd><p>Calculate PTL from input tsList as bit vector</p>
+</dd>
+<dt>LPPMDepthSearch(extensionOfP)</dt><dd><p>Mining local periodic patterns using depth first search.</p>
+</dd>
+<dt>mine()</dt><dd><p>Mining process will start from here.</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function.</p>
+</dd>
+<dt>getLocalPeriodicPatterns()</dt><dd><p>return local periodic patterns and its PTL</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of local periodic patterns will be loaded in to an output file.</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of local periodic patterns will be loaded in to a dataframe.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPMDepth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;minSoPer&gt;<span class="w"> </span>&lt;minDur&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>LPPMDepth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">0</span>.5
+</pre></div>
+</div>
+</section>
+<section id="id5">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">LPPMDepth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">LPPMDepth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxSoPer</span><span class="p">,</span> <span class="n">minDur</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+
+<span class="n">localPeriodicPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total number of local periodic patterns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">localPeriodicPatterns</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in USS: </span><span class="si">{</span><span class="n">memUSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total memory in RSS: </span><span class="si">{</span><span class="n">memRSS</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="n">runtime</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Total execution time in seconds: </span><span class="si">{</span><span class="n">runtime</span><span class="si">}</span><span class="s1">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id6">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Set</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of local periodic patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final local periodic patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning local periodic patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here. This function calls createTSlist and generateLPP.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of local periodic patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html#LPPMDepth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process start from here. This function calls createTSlist and generateLPP.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.localPeriodicPattern.basic.abstract">
+<span id="pami-localperiodicpattern-basic-abstract-module"></span><h2>PAMI.localPeriodicPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.localPeriodicPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.localPeriodicPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.localPeriodicPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.localPeriodicPattern.html" class="btn btn-neutral float-left" title="PAMI.localPeriodicPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.localPeriodicPattern package</a></li>
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+  <section id="pami-localperiodicpattern-package">
+<h1>PAMI.localPeriodicPattern package<a class="headerlink" href="#pami-localperiodicpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html">PAMI.localPeriodicPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPGrowth">PAMI.localPeriodicPattern.basic.LPPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth"><code class="docutils literal notranslate"><span class="pre">LPPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.save"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">LPPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node"><code class="docutils literal notranslate"><span class="pre">Node</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node.getChild"><code class="docutils literal notranslate"><span class="pre">Node.getChild()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree"><code class="docutils literal notranslate"><span class="pre">Tree</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.addTransaction"><code class="docutils literal notranslate"><span class="pre">Tree.addTransaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.createPrefixTree"><code class="docutils literal notranslate"><span class="pre">Tree.createPrefixTree()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.deleteNode"><code class="docutils literal notranslate"><span class="pre">Tree.deleteNode()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.fixNodeLinks"><code class="docutils literal notranslate"><span class="pre">Tree.fixNodeLinks()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMBreadth">PAMI.localPeriodicPattern.basic.LPPMBreadth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatterns"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getRuntime"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.mine"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.printResults"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.save"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.startMine"><code class="docutils literal notranslate"><span class="pre">LPPMBreadth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMDepth">PAMI.localPeriodicPattern.basic.LPPMDepth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth"><code class="docutils literal notranslate"><span class="pre">LPPMDepth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatterns"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getRuntime"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.mine"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.printResults"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.save"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.startMine"><code class="docutils literal notranslate"><span class="pre">LPPMDepth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.abstract">PAMI.localPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.localPeriodicPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.localPeriodicPattern" title="Link to this heading"></a></h2>
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+</section>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-multipleminimumsupportbasedfrequentpattern-basic-package">
+<h1>PAMI.multipleMinimumSupportBasedFrequentPattern.basic package<a class="headerlink" href="#pami-multipleminimumsupportbasedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth">
+<span id="pami-multipleminimumsupportbasedfrequentpattern-basic-cfpgrowth-module"></span><h2>PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth module<a class="headerlink" href="#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.</span></span><span class="sig-name descname"><span class="pre">CFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">MIS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>basic is one of the fundamental algorithm to discover frequent patterns based on multiple minimum support in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Ya-Han Hu and Yen-Liang Chen. 2006. Mining association rules with multiple minimum supports: a new mining algorithm and a support tuning mechanism.
+Decis. Support Syst. 42, 1 (October 2006), 1–24. <a class="reference external" href="https://doi.org/10.1016/j.dss.2004.09.007">https://doi.org/10.1016/j.dss.2004.09.007</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Uncertain Minimum Support Based Frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain Minimum Support Based Frequent patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>MIS: file or dictionary</dt><dd><p>Multiple minimum supports of all items in the database</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go"> Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CFPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$  </span>python3<span class="w"> </span>CFPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span>MISFile.txt
+
+
+<span class="go">        .. note:: minSup  will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">basic</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">basic</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">mIS</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: none</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>this function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html#CFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: none</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus">
+<span id="pami-multipleminimumsupportbasedfrequentpattern-basic-cfpgrowthplus-module"></span><h2>PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus module<a class="headerlink" href="#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.</span></span><span class="sig-name descname"><span class="pre">CFPGrowthPlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">MIS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. Uday Kiran P. Krishna Reddy Novel techniques to reduce search space in multiple minimum supports-based frequent
+pattern mining algorithms. 11-20 2011 EDBT <a class="reference external" href="https://doi.org/10.1145/1951365.1951370">https://doi.org/10.1145/1951365.1951370</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Uncertain Multiple Minimum Support Based Frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain Minimum Support Based Frequent patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>MIS: file or dictionary</dt><dd><p>Multiple minimum supports of all items in the database</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CFPGrowthPlus.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CFPGrowthPlus.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span>MISFile.txt
+
+
+<span class="go">         .. note:: minSup  will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="id2">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">CFPGrowthPlus</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CFPGrowthPlus</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">mIS</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.Mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.printResults" title="Link to this definition"></a></dt>
+<dd><p>this function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html#CFPGrowthPlus.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract">
+<span id="pami-multipleminimumsupportbasedfrequentpattern-basic-abstract-module"></span><h2>PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+  <title>PAMI.multipleMinimumSupportBasedFrequentPattern package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+            <a href="_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.rst.txt" rel="nofollow"> View page source</a>
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+           <div itemprop="articleBody">
+             
+  <section id="pami-multipleminimumsupportbasedfrequentpattern-package">
+<h1>PAMI.multipleMinimumSupportBasedFrequentPattern package<a class="headerlink" href="#pami-multipleminimumsupportbasedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html">PAMI.multipleMinimumSupportBasedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth"><code class="docutils literal notranslate"><span class="pre">CFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">CFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.Mine"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatterns"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getRuntime"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.printResults"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.save"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.startMine"><code class="docutils literal notranslate"><span class="pre">CFPGrowthPlus.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract module</a></li>
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+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.multipleMinimumSupportBasedFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-partialperiodicfrequentpattern-basic-package">
+<h1>PAMI.partialPeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-partialperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-partialperiodicfrequentpattern-basic-gpfgrowth-module">
+<h2>PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth module<a class="headerlink" href="#pami-partialperiodicfrequentpattern-basic-gpfgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-partialperiodicfrequentpattern-basic-ppf-dfs-module">
+<h2>PAMI.partialPeriodicFrequentPattern.basic.PPF_DFS module<a class="headerlink" href="#pami-partialperiodicfrequentpattern-basic-ppf-dfs-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicFrequentPattern.basic.abstract">
+<span id="pami-partialperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.partialPeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicFrequentPattern.basic.abstract.</span></span><span class="sig-name descname"><span class="pre">partialPeriodicPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minPR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This abstract base class defines the variables and methods that every partial periodic pattern mining algorithm must
+employ in PAMI</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>minSup: float</dt><dd><p>UserSpecified minimum support value. It has to be given in terms of count of total number of transactions
+in the input database/file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the algorithm</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the algorithm</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getFrequentPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to data frame</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns generated will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to data frame from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getRuntime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.printResults">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the results of execution.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.save">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be saved in to an output file from this function
+:param oFile: Name of the output file
+:type oFile: csv file</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.startMine">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html#partialPeriodicPatterns.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.startMine" title="Link to this definition"></a></dt>
+<dd><p>Code for the mining process will start from this function</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.partialPeriodicFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.partialPeriodicFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/PAMI.partialPeriodicFrequentPattern.html b/sphinx/_build/html/PAMI.partialPeriodicFrequentPattern.html
new file mode 100644
index 000000000..1e6a538e6
--- /dev/null
+++ b/sphinx/_build/html/PAMI.partialPeriodicFrequentPattern.html
@@ -0,0 +1,194 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
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+  <title>PAMI.partialPeriodicFrequentPattern package &mdash; PAMI 2024.04.23 documentation</title>
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+</head>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
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+      <li class="breadcrumb-item active">PAMI.partialPeriodicFrequentPattern package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.partialPeriodicFrequentPattern.rst.txt" rel="nofollow"> View page source</a>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pami-partialperiodicfrequentpattern-package">
+<h1>PAMI.partialPeriodicFrequentPattern package<a class="headerlink" href="#pami-partialperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html">PAMI.partialPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#pami-partialperiodicfrequentpattern-basic-gpfgrowth-module">PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#pami-partialperiodicfrequentpattern-basic-ppf-dfs-module">PAMI.partialPeriodicFrequentPattern.basic.PPF_DFS module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic.abstract">PAMI.partialPeriodicFrequentPattern.basic.abstract module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatterns"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getRuntime"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.printResults"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.save"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.startMine"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.partialPeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html" class="btn btn-neutral float-left" title="PAMI.multipleMinimumSupportBasedFrequentPattern.basic package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/PAMI.partialPeriodicPattern.basic.html b/sphinx/_build/html/PAMI.partialPeriodicPattern.basic.html
new file mode 100644
index 000000000..184d4234d
--- /dev/null
+++ b/sphinx/_build/html/PAMI.partialPeriodicPattern.basic.html
@@ -0,0 +1,673 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
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+  <title>PAMI.partialPeriodicPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
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+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+             
+  <section id="pami-partialperiodicpattern-basic-package">
+<h1>PAMI.partialPeriodicPattern.basic package<a class="headerlink" href="#pami-partialperiodicpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-partialperiodicpattern-basic-gthreepgrowth-module">
+<h2>PAMI.partialPeriodicPattern.basic.GThreePGrowth module<a class="headerlink" href="#pami-partialperiodicpattern-basic-gthreepgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.basic.Gabstract">
+<span id="pami-partialperiodicpattern-basic-gabstract-module"></span><h2>PAMI.partialPeriodicPattern.basic.Gabstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.basic.Gabstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.basic.PPPGrowth">
+<span id="pami-partialperiodicpattern-basic-pppgrowth-module"></span><h2>PAMI.partialPeriodicPattern.basic.PPPGrowth module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.basic.PPPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPattern.basic.PPPGrowth.</span></span><span class="sig-name descname"><span class="pre">PPPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minPS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_partialPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>3pgrowth is fundamental approach to mine the partial periodic patterns in temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Discovering Partial Periodic Itemsets in Temporal Databases,SSDBM ‘17: Proceedings of the 29th International Conference on Scientific and Statistical Database ManagementJune 2017
+Article No.: 30 Pages 1–6https://doi.org/10.1145/3085504.3085535</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minPS</strong> – float:
+Minimum partial periodic pattern…</p></li>
+<li><p><strong>period</strong> – float:
+Minimum partial periodic…</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minPS: float or int or str</dt><dd><p>The user can specify minPS either in count or proportion of database size.
+If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</p>
+</dd>
+<dt>period: float or int or str</dt><dd><p>The user can specify period either in count or proportion of database size.
+If the program detects the data type of period is integer, then it treats period is expressed in count.
+Otherwise, it will be treated as float.
+Example: period=10 will be treated as integer, while period=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>partialPeriodicOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+<dt>updateTransactions()</dt><dd><p>updates the transactions by removing the aperiodic items and sort the transactions with items
+by decreasing support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>constrcuts the main tree by setting the root node as null</p>
+</dd>
+<dt>startMine()</dt><dd><p>main program to mine the partial periodic patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$</span>python3<span class="w"> </span>PPPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minPS&gt;<span class="w"> </span>&lt;period&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">2</span>.0
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">PPPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PPPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minPS</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+
+    <span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+    <span class="n">partialPeriodicPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of partial periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">partialPeriodicPatterns</span><span class="p">))</span>
+
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+    <span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDf</span><span class="p">()</span>
+
+    <span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+    <span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+        <span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html#PPPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT">
+<span id="pami-partialperiodicpattern-basic-ppp-eclat-module"></span><h2>PAMI.partialPeriodicPattern.basic.PPP_ECLAT module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPattern.basic.PPP_ECLAT.</span></span><span class="sig-name descname"><span class="pre">PPP_ECLAT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minPS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_partialPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Descripition<span class="colon">:</span></dt>
+<dd class="field-odd"><p>3pEclat is the fundamental approach to mine the partial periodic frequent patterns.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. Uday Kirana,b,∗ , J.N. Venkateshd, Masashi Toyodaa , Masaru Kitsuregawaa,c , P. Krishna Reddy Discovering partial periodic-frequent patterns in a transactional database
+<a class="reference external" href="https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/774/JSS_2017.pdf">https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/774/JSS_2017.pdf</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>minPS</strong> – float:
+Minimum partial periodic pattern…</p></li>
+<li><p><strong>period</strong> – float:
+Minimum partial periodic…</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>self.iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>self. oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minPS: float or int or str</dt><dd><p>The user can specify minPS either in count or proportion of database size.
+If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</p>
+</dd>
+<dt>period: float or int or str</dt><dd><p>The user can specify period either in count or proportion of database size.
+If the program detects the data type of period is integer, then it treats period is expressed in count.
+Otherwise, it will be treated as float.
+Example: period=10 will be treated as integer, while period=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>tidList<span class="classifier">dict</span></dt><dd><p>stores the timestamps of an item</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an  output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingOneitemSets()</dt><dd><p>Scan the database and store the items with their timestamps which are periodic frequent</p>
+</dd>
+<dt>getPeriodAndSupport()</dt><dd><p>Calculates the support and period for a list of timestamps.</p>
+</dd>
+<dt>Generation()</dt><dd><p>Used to implement prefix class equivalence method to generate the periodic patterns recursively</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPP_ECLAT.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minPS&gt;<span class="w"> </span>&lt;period&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPP_ECLAT.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<p>…     code-block:: python</p>
+<blockquote>
+<div><p>from PAMI.periodicFrequentPattern.basic import PPP_ECLAT as alg</p>
+<p>obj = alg.PPP_ECLAT(iFile, minPS,period)</p>
+<p>obj.startMine()</p>
+<p>Patterns = obj.getPatterns()</p>
+<p>print(“Total number of partial periodic patterns:”, len(Patterns))</p>
+<p>obj.save(oFile)</p>
+<p>Df = obj.getPatternsAsDataFrame()</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="id2">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<p>The complete program was written by P.RaviKumar  under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.Mine" title="Link to this definition"></a></dt>
+<dd><p>Main program start with extracting the periodic frequent items from the database and
+performs prefix equivalence to form the combinations and generates partial-periodic patterns.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html#PPP_ECLAT.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main program start with extracting the periodic frequent items from the database and
+performs prefix equivalence to form the combinations and generates partial-periodic patterns.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPattern.basic.abstract">
+<span id="pami-partialperiodicpattern-basic-abstract-module"></span><h2>PAMI.partialPeriodicPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+             
+  <section id="pami-partialperiodicpattern-closed-package">
+<h1>PAMI.partialPeriodicPattern.closed package<a class="headerlink" href="#pami-partialperiodicpattern-closed-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.closed.PPPClose">
+<span id="pami-partialperiodicpattern-closed-pppclose-module"></span><h2>PAMI.partialPeriodicPattern.closed.PPPClose module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.closed.PPPClose" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPattern.closed.PPPClose.</span></span><span class="sig-name descname"><span class="pre">PPPClose</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">periodicSupport</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_partialPeriodicPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<p>PPPClose algorithm is used to discover the closed partial periodic patterns in temporal databases.
+It uses depth-first search.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Reference<span class="colon">:</span></dt>
+<dd class="field-odd"><p>R. Uday Kiran1 , J. N. Venkatesh2 , Philippe Fournier-Viger3 , Masashi Toyoda1 , P. Krishna Reddy2 and Masaru Kitsuregawa
+<a class="reference external" href="https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/799/PAKDD.pdf">https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/799/PAKDD.pdf</a></p>
+</dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>period</strong> – float:
+Minimum partial periodic…</p></li>
+<li><p><strong>periodicSupport</strong> – float:
+Minimum partial periodic…</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or path of the input file</p>
+</dd>
+<dt>periodicSupport: int or float or str</dt><dd><p>The user can specify periodicSupport either in count or proportion of database size.
+If the program detects the data type of periodicSupport is integer, then it treats periodicSupport is expressed in count.
+Otherwise, it will be treated as float.
+Example: periodicSupport=10 will be treated as integer, while periodicSupport=10.0 will be treated as float</p>
+</dd>
+<dt>period: int or float or str</dt><dd><p>The user can specify period either in count or proportion of database size.
+If the program detects the data type of period is integer, then it treats period is expressed in count.
+Otherwise, it will be treated as float.
+Example: period=10 will be treated as integer, while period=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPPClose.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;periodicSupport&gt;<span class="w"> </span>&lt;period&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPPClose.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-imported-code">
+<h3><strong>Sample run of the imported code:</strong><a class="headerlink" href="#sample-run-of-the-imported-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.closed</span> <span class="kn">import</span> <span class="n">PPPClose</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PPPClose</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the results of execution</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html#PPPClose.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPattern.closed.abstract">
+<span id="pami-partialperiodicpattern-closed-abstract-module"></span><h2>PAMI.partialPeriodicPattern.closed.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.closed.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.closed">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.closed" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.partialPeriodicPattern.basic.html" class="btn btn-neutral float-left" title="PAMI.partialPeriodicPattern.basic package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
+
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-partialperiodicpattern-package">
+<h1>PAMI.partialPeriodicPattern package<a class="headerlink" href="#pami-partialperiodicpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html">PAMI.partialPeriodicPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#pami-partialperiodicpattern-basic-gthreepgrowth-module">PAMI.partialPeriodicPattern.basic.GThreePGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.Gabstract">PAMI.partialPeriodicPattern.basic.Gabstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPPGrowth">PAMI.partialPeriodicPattern.basic.PPPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth"><code class="docutils literal notranslate"><span class="pre">PPPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.save"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">PPPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT">PAMI.partialPeriodicPattern.basic.PPP_ECLAT module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.Mine"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatterns"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getRuntime"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.printResults"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.save"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.startMine"><code class="docutils literal notranslate"><span class="pre">PPP_ECLAT.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.abstract">PAMI.partialPeriodicPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html">PAMI.partialPeriodicPattern.closed package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.PPPClose">PAMI.partialPeriodicPattern.closed.PPPClose module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose"><code class="docutils literal notranslate"><span class="pre">PPPClose</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PPPClose.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PPPClose.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatterns"><code class="docutils literal notranslate"><span class="pre">PPPClose.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PPPClose.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getRuntime"><code class="docutils literal notranslate"><span class="pre">PPPClose.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.mine"><code class="docutils literal notranslate"><span class="pre">PPPClose.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.printResults"><code class="docutils literal notranslate"><span class="pre">PPPClose.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.save"><code class="docutils literal notranslate"><span class="pre">PPPClose.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.startMine"><code class="docutils literal notranslate"><span class="pre">PPPClose.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.abstract">PAMI.partialPeriodicPattern.closed.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html">PAMI.partialPeriodicPattern.maximal package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#pami-partialperiodicpattern-maximal-max3pgrowth-module">PAMI.partialPeriodicPattern.maximal.Max3PGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal.abstract">PAMI.partialPeriodicPattern.maximal.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html">PAMI.partialPeriodicPattern.pyspark package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark.abstract">PAMI.partialPeriodicPattern.pyspark.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#pami-partialperiodicpattern-pyspark-parallel3pgrowth-module">PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html">PAMI.partialPeriodicPattern.topk package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.abstract">PAMI.partialPeriodicPattern.topk.abstract module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatterns"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getRuntime"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.printResults"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.save"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.startMine"><code class="docutils literal notranslate"><span class="pre">partialPeriodicPatterns.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.k3PMiner">PAMI.partialPeriodicPattern.topk.k3PMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner"><code class="docutils literal notranslate"><span class="pre">k3PMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">k3PMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">k3PMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">k3PMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">k3PMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">k3PMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.mine"><code class="docutils literal notranslate"><span class="pre">k3PMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.printResults"><code class="docutils literal notranslate"><span class="pre">k3PMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.save"><code class="docutils literal notranslate"><span class="pre">k3PMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.startMine"><code class="docutils literal notranslate"><span class="pre">k3PMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.partialPeriodicPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.partialPeriodicFrequentPattern.basic.html" class="btn btn-neutral float-left" title="PAMI.partialPeriodicFrequentPattern.basic package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/PAMI.partialPeriodicPattern.maximal.html b/sphinx/_build/html/PAMI.partialPeriodicPattern.maximal.html
new file mode 100644
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.partialPeriodicPattern.maximal package &mdash; PAMI 2024.04.23 documentation</title>
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+    <link rel="next" title="PAMI.partialPeriodicPattern.pyspark package" href="PAMI.partialPeriodicPattern.pyspark.html" />
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+</head>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-partialperiodicpattern-maximal-package">
+<h1>PAMI.partialPeriodicPattern.maximal package<a class="headerlink" href="#pami-partialperiodicpattern-maximal-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-partialperiodicpattern-maximal-max3pgrowth-module">
+<h2>PAMI.partialPeriodicPattern.maximal.Max3PGrowth module<a class="headerlink" href="#pami-partialperiodicpattern-maximal-max3pgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.maximal.abstract">
+<span id="pami-partialperiodicpattern-maximal-abstract-module"></span><h2>PAMI.partialPeriodicPattern.maximal.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.maximal.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.maximal">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.maximal" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-partialperiodicpattern-pyspark-package">
+<h1>PAMI.partialPeriodicPattern.pyspark package<a class="headerlink" href="#pami-partialperiodicpattern-pyspark-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.pyspark.abstract">
+<span id="pami-partialperiodicpattern-pyspark-abstract-module"></span><h2>PAMI.partialPeriodicPattern.pyspark.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.pyspark.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-partialperiodicpattern-pyspark-parallel3pgrowth-module">
+<h2>PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth module<a class="headerlink" href="#pami-partialperiodicpattern-pyspark-parallel3pgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.pyspark">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.pyspark" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-partialperiodicpattern-topk-package">
+<h1>PAMI.partialPeriodicPattern.topk package<a class="headerlink" href="#pami-partialperiodicpattern-topk-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPattern.topk.abstract">
+<span id="pami-partialperiodicpattern-topk-abstract-module"></span><h2>PAMI.partialPeriodicPattern.topk.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.topk.abstract" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPattern.topk.abstract.</span></span><span class="sig-name descname"><span class="pre">partialPeriodicPatterns</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>This abstract base class defines the variables and methods that every periodic-frequent pattern mining algorithm must employ in PAMI</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>k: int or float or str</dt><dd><p>The user can specify minPS either in count or proportion of database size.
+If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</p>
+</dd>
+<dt>period: int or float or str</dt><dd><p>The user can specify period either in count or proportion of database size.
+If the program detects the data type of period is integer, then it treats period is expressed in count.
+Otherwise, it will be treated as float.
+Example: period=10 will be treated as integer, while period=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the algorithm</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the algorithm</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file to store complete set of periodic-frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to data frame</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryRSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryUSS">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatterns">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns generated will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to data frame from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getRuntime">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Total amount of runtime taken by the program will be retrieved from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.printResults">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the results of execution</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.save">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be saved in to an output file from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>oFile</strong> (<em>file</em>) – Name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.startMine">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/abstract.html#partialPeriodicPatterns.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.startMine" title="Link to this definition"></a></dt>
+<dd><p>Code for the mining process will start from this function</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPattern.topk.k3PMiner">
+<span id="pami-partialperiodicpattern-topk-k3pminer-module"></span><h2>PAMI.partialPeriodicPattern.topk.k3PMiner module<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.topk.k3PMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPattern.topk.k3PMiner.</span></span><span class="sig-name descname"><span class="pre">k3PMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns" title="PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns"><code class="xref py py-class docutils literal notranslate"><span class="pre">partialPeriodicPatterns</span></code></a></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>k3PMiner is and algorithm to discover top - k partial periodic patterns in a temporal  database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Palla Likhitha,Rage Uday Kiran, Discovering Top-K Partial Periodic Patterns in Big Temporal Databases <a class="reference external" href="https://dl.acm.org/doi/10.1007/978-3-031-39847-6_28">https://dl.acm.org/doi/10.1007/978-3-031-39847-6_28</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>period</strong> – str:
+Minimum partial periodic…</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>k: int</dt><dd><p>User specified count of top partial periodic patterns</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or     .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generates one frequent patterns</p>
+</dd>
+<dt>eclatGeneration(candidateList)</dt><dd><p>It will generate the combinations of frequent items</p>
+</dd>
+<dt>generateFrequentPatterns(tidList)</dt><dd><p>It will generate the combinations of frequent items from a list of items</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="go">python3 k3PMiner.py &lt;iFile&gt; &lt;oFile&gt; &lt;k&gt; &lt;period&gt;</span>
+
+<span class="go">Examples:</span>
+
+<span class="go">python3 k3PMiner.py sampleDB.txt patterns.txt 10 3</span>
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code:</strong><a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<p>…     code-block:: python</p>
+<blockquote>
+<div><p>import PAMI.partialPeriodicPattern.topk.k3PMiner as alg</p>
+<p>obj = alg.Topk_PPPGrowth(iFile, k, period)</p>
+<p>obj.startMine()</p>
+<p>partialPeriodicPatterns = obj.getPatterns()</p>
+<p>print(“Total number of top partial periodic Patterns:”, len(partialPeriodicPatterns))</p>
+<p>obj.save(oFile)</p>
+<p>Df = obj.getPatternInDataFrame()</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPattern/topk/k3PMiner.html#k3PMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPattern.topk">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.partialPeriodicPattern.topk" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-partialperiodicpatterninmultipletimeseries-package">
+<h1>PAMI.partialPeriodicPatternInMultipleTimeSeries package<a class="headerlink" href="#pami-partialperiodicpatterninmultipletimeseries-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth">
+<span id="pami-partialperiodicpatterninmultipletimeseries-ppgrowth-module"></span><h2>PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth module<a class="headerlink" href="#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.</span></span><span class="sig-name descname"><span class="pre">PPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">periodicSupport</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_partialPeriodicPatterns</span></code></p>
+<section id="about-this-algorithm">
+<h3>About this algorithm<a class="headerlink" href="#about-this-algorithm" title="Link to this heading"></a></h3>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>C. Saideep, R. Uday Kiran, K. Zettsu, P. Fournier-Viger, M. Kitsuregawa and P. Krishna Reddy,
+“Discovering Periodic Patterns in Irregular Time Series,” 2019 International Conference on Data Mining Workshops (ICDMW), 2019,</p>
+<blockquote>
+<div><p>pp. 1020-1028, doi: 10.1109/ICDMW.2019.00147.</p>
+</div></blockquote>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from database</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="execution-methods">
+<h3>Execution methods<a class="headerlink" href="#execution-methods" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Examples:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$  </span>python3<span class="w"> </span>PPGrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+</pre></div>
+</div>
+<section id="sample-run-of-importing-the-code">
+<h4><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h4>
+<blockquote>
+<div><p>from PAMI.periodicFrequentPattern.basic import PPGrowth as alg</p>
+<p>obj = alg.PPGrowth(iFile, minSup, maxPer)</p>
+<p>obj.startMine()</p>
+<p>periodicFrequentPatterns = obj.getPatterns()</p>
+<p>print(“Total number of Periodic Frequent Patterns:”, len(periodicFrequentPatterns))</p>
+<p>obj.save(oFile)</p>
+<p>Df = obj.getPatternsAsDataFrame()</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h4><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h4>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html#PPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract">
+<span id="pami-partialperiodicpatterninmultipletimeseries-abstract-module"></span><h2>PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract module<a class="headerlink" href="#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract" title="Link to this heading"></a></h2>
+</section>
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+  <section id="pami-periodiccorrelatedpattern-basic-package">
+<h1>PAMI.periodicCorrelatedPattern.basic package<a class="headerlink" href="#pami-periodiccorrelatedpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth">
+<span id="pami-periodiccorrelatedpattern-basic-epcpgrowth-module"></span><h2>PAMI.periodicCorrelatedPattern.basic.EPCPGrowth module<a class="headerlink" href="#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.</span></span><span class="sig-name descname"><span class="pre">EPCPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minAllConf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPerAllConf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicCorrelatedPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>EPCPGrowth is an algorithm to discover periodic-Correlated patterns in a temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference external" href="http://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/897/Venkatesh2018_Chapter_DiscoveringPeriodic-Correlated.pdf">http://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/897/Venkatesh2018_Chapter_DiscoveringPeriodic-Correlated.pdf</a></p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>minAllConf<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minAllConf either in count or proportion of database size.
+If the program detects the data type of minAllConf is integer, then it treats minAllCOnf is expressed in count.
+Otherwise, it will be treated as float.
+Example: minAllCOnf=10 will be treated as integer, while minAllConf=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>maxPerAllConf<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPerAllConf either in count or proportion of database size.
+If the program detects the data type of maaxPerAllConf is integer, then it treats maxPerAllConf is expressed in count.
+Otherwise, it will be treated as float.
+Example : maxPerAllConf=10 will be treated as integer, while maxPerAllConf=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from database</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<blockquote>
+<div><dl>
+<dt>Format:</dt><dd><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">python3</span> <span class="n">PFPGrowth</span><span class="o">.</span><span class="n">py</span> <span class="o">&lt;</span><span class="n">inputFile</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">outputFile</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">minSup</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">maxPer</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+</dd>
+<dt>Examples:</dt><dd><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">python3</span> <span class="n">PFPGrowth</span><span class="o">.</span><span class="n">py</span> <span class="n">sampleTDB</span><span class="o">.</span><span class="n">txt</span> <span class="n">patterns</span><span class="o">.</span><span class="n">txt</span> <span class="mf">0.3</span> <span class="mf">0.4</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</div></blockquote>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code:</strong><a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicCorrelatedPattern.basic</span> <span class="kn">import</span> <span class="n">EPCPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">EPCPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllCOnf</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxPerAllConf</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicCorrelatedPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicCorrelatedPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print thr results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html#EPCPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicCorrelatedPattern.basic.abstract">
+<span id="pami-periodiccorrelatedpattern-basic-abstract-module"></span><h2>PAMI.periodicCorrelatedPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.periodicCorrelatedPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicCorrelatedPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicCorrelatedPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.periodicCorrelatedPattern.html" class="btn btn-neutral float-left" title="PAMI.periodicCorrelatedPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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new file mode 100644
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+  <title>PAMI.periodicCorrelatedPattern package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-periodiccorrelatedpattern-package">
+<h1>PAMI.periodicCorrelatedPattern package<a class="headerlink" href="#pami-periodiccorrelatedpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html">PAMI.periodicCorrelatedPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.save"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">EPCPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.abstract">PAMI.periodicCorrelatedPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.periodicCorrelatedPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicCorrelatedPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-periodicfrequentpattern-basic-package">
+<h1>PAMI.periodicFrequentPattern.basic package<a class="headerlink" href="#pami-periodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.PFECLAT">
+<span id="pami-periodicfrequentpattern-basic-pfeclat-module"></span><h2>PAMI.periodicFrequentPattern.basic.PFECLAT module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.PFECLAT" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PFECLAT.</span></span><span class="sig-name descname"><span class="pre">PFECLAT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PFECLAT is the fundamental approach to mine the periodic-frequent patterns.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>P. Ravikumar, P.Likhitha, R. Uday kiran, Y. Watanobe, and Koji Zettsu, “Towards efficient discovery of
+periodic-frequent patterns in columnar temporal databases”, 2021 IEA/AIE.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>maxPer</strong> – str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>tidList<span class="classifier">dict</span></dt><dd><p>stores the timestamps of an item</p>
+</dd>
+<dt>hashing<span class="classifier">dict</span></dt><dd><p>stores the patterns with their support to check for the closed property</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingOneItemSets()</dt><dd><p>Scan the database and store the items with their timestamps which are periodic frequent</p>
+</dd>
+<dt>getPeriodAndSupport()</dt><dd><p>Calculates the support and period for a list of timestamps.</p>
+</dd>
+<dt>Generation()</dt><dd><p>Used to implement prefix class equivalence method to generate the periodic patterns recursively</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFECLAT.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFECLAT.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+
+
+
+<span class="go">        .. note:: minSup will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">PFECLAT</span> <span class="k">as</span> <span class="n">alg</span>
+
+   <span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PFECLAT</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;5&quot;</span><span class="p">)</span>
+
+   <span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+   <span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+   <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+   <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+   <span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+   <span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+   <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+   <span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+   <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+   <span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+   <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFECLAT.html#PFECLAT.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.PFPGrowth">
+<span id="pami-periodicfrequentpattern-basic-pfpgrowth-module"></span><h2>PAMI.periodicFrequentPattern.basic.PFPGrowth module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.PFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PFPGrowth.</span></span><span class="sig-name descname"><span class="pre">PFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PFPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Syed Khairuzzaman Tanbeer, Chowdhury Farhan, Byeong-Soo Jeong, and Young-Koo Lee, “Discovering Periodic-Frequent
+Patterns in Transactional Databases”, PAKDD 2009, <a class="reference external" href="https://doi.org/10.1007/978-3-642-01307-2_24">https://doi.org/10.1007/978-3-642-01307-2_24</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>maxPer</strong> – float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from database</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html#PFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus">
+<span id="pami-periodicfrequentpattern-basic-pfpgrowthplus-module"></span><h2>PAMI.periodicFrequentPattern.basic.PFPGrowthPlus module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.</span></span><span class="sig-name descname"><span class="pre">PFPGrowthPlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<blockquote>
+<div><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PFPGrowthPlus is fundamental and improved version of PFPGrowth algorithm to discover periodic-frequent patterns in temporal database.
+It uses greedy approach to discover effectively</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. UdayKiran, MasaruKitsuregawa, and P. KrishnaReddyd, “Efficient discovery of periodic-frequent patterns in
+very large databases,” Journal of Systems and Software February 2016 <a class="reference external" href="https://doi.org/10.1016/j.jss.2015.10.035">https://doi.org/10.1016/j.jss.2015.10.035</a></p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-odd">param  minSup<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str:
+Controls the minimum number of transactions in which every item must appear in a database.</p>
+</dd>
+<dt class="field-even">param  maxPer<span class="colon">:</span></dt>
+<dd class="field-even"><p>str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</div></blockquote>
+<dl class="field-list simple">
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>check(line)</dt><dd><p>To check the delimiter used in the user input file</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from Databases</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>update the Databases by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>after updating the Databases ar added into the tree by setting root node as null</p>
+</dd>
+<dt>startMine()</dt><dd><p>the main method to run the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFPGrowthPlus.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Example:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFPGrowthPlus.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+
+
+<span class="go">        .. note:: minSup will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">PFPGorwthPlus</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PFPGrowthPlus</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html#PFPGrowthPlus.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.PFPMC">
+<span id="pami-periodicfrequentpattern-basic-pfpmc-module"></span><h2>PAMI.periodicFrequentPattern.basic.PFPMC module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.PFPMC" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PFPMC.</span></span><span class="sig-name descname"><span class="pre">PFPMC</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PFPMC is the fundamental approach to mine the periodic-frequent patterns.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>(has to be added)</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>maxPer</strong> – str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>tidList<span class="classifier">dict</span></dt><dd><p>stores the timestamps of an item</p>
+</dd>
+<dt>hashing<span class="classifier">dict</span></dt><dd><p>stores the patterns with their support to check for the closed property</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingOneItemSets()</dt><dd><p>Scan the database and store the items with their timestamps which are periodic frequent</p>
+</dd>
+<dt>getPeriodAndSupport()</dt><dd><p>Calculates the support and period for a list of timestamps.</p>
+</dd>
+<dt>Generation()</dt><dd><p>Used to implement prefix class equivalence method to generate the periodic patterns recursively</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id4">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFPMC.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PFPMC.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">4</span>.0
+
+
+<span class="go">        .. note:: minSup and maxPer will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="id5">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">PFPMC</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PFPMC</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;5&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id6">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PFPMC.html#PFPMC.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.PSGrowth">
+<span id="pami-periodicfrequentpattern-basic-psgrowth-module"></span><h2>PAMI.periodicFrequentPattern.basic.PSGrowth module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.PSGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.Node">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PSGrowth.</span></span><span class="sig-name descname"><span class="pre">Node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">children</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#Node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.Node" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class used to represent the node of frequentPatternTree</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>item<span class="classifier">int</span></dt><dd><p>storing item of a node</p>
+</dd>
+<dt>timeStamps<span class="classifier">list</span></dt><dd><p>To maintain the timeStamps of Database at the end of the branch</p>
+</dd>
+<dt>parent<span class="classifier">node</span></dt><dd><p>To maintain the parent of every node</p>
+</dd>
+<dt>children<span class="classifier">list</span></dt><dd><p>To maintain the children of node</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>addChild(itemName)</dt><dd><p>storing the children to their respective parent nodes</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.Node.addChild">
+<span class="sig-name descname"><span class="pre">addChild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#Node.addChild"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.Node.addChild" title="Link to this definition"></a></dt>
+<dd><p>Appends the children node details to a parent node</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>node</strong> – children node</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>appending children node to parent node</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PSGrowth.</span></span><span class="sig-name descname"><span class="pre">PSGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PS-Growth is one of the fundamental algorithm to discover periodic-frequent patterns in a temporal database.</p>
+</dd>
+</dl>
+<dl class="simple">
+<dt>:Reference<span class="classifier">A. Anirudh, R. U. Kiran, P. K. Reddy and M. Kitsuregaway, “Memory efficient mining of periodic-frequent</span></dt><dd><p>patterns in transactional databases,” 2016 IEEE Symposium Series on Computational Intelligence (SSCI),
+2016, pp. 1-8, <a class="reference external" href="https://doi.org/10.1109/SSCI.2016.7849926">https://doi.org/10.1109/SSCI.2016.7849926</a></p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>maxPer</strong> – str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getConditionalPatternsInDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>OneLengthItems()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>buildTree()</dt><dd><p>after updating the Databases ar added into the tree by setting root node as null</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id7">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id7" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PSGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Example:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>PSGrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+
+
+
+<span class="go">        .. note:: minSup will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="id8">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id8" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">PSGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">PSGrowth</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id9">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id9" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#PSGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.conditionalTransactions">
+<span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PSGrowth.</span></span><span class="sig-name descname"><span class="pre">conditionalTransactions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">patterns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">_Interval</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#conditionalTransactions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.conditionalTransactions" title="Link to this definition"></a></dt>
+<dd><p>To sort and update the conditional transactions by removing the items which fails frequency
+and periodicity conditions</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>patterns</strong> – conditional patterns of a node</p></li>
+<li><p><strong>timestamp</strong> – timeStamps of a conditional pattern</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>conditional transactions with their respective timeStamps</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.basic.PSGrowth.getPeriodAndSupport">
+<span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.basic.PSGrowth.</span></span><span class="sig-name descname"><span class="pre">getPeriodAndSupport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeStamps</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/basic/PSGrowth.html#getPeriodAndSupport"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.basic.PSGrowth.getPeriodAndSupport" title="Link to this definition"></a></dt>
+<dd><p>Calculates the period and support of list of timeStamps</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>timeStamps</strong> – timeStamps of a  pattern or item</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>support and periodicity</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic.abstract">
+<span id="pami-periodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.periodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-basic-parallelpfpgrowth-module">
+<h2>PAMI.periodicFrequentPattern.basic.parallelPFPGrowth module<a class="headerlink" href="#pami-periodicfrequentpattern-basic-parallelpfpgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
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+             
+  <section id="pami-periodicfrequentpattern-closed-package">
+<h1>PAMI.periodicFrequentPattern.closed package<a class="headerlink" href="#pami-periodicfrequentpattern-closed-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.closed.CPFPMiner">
+<span id="pami-periodicfrequentpattern-closed-cpfpminer-module"></span><h2>PAMI.periodicFrequentPattern.closed.CPFPMiner module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.closed.CPFPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.closed.CPFPMiner.</span></span><span class="sig-name descname"><span class="pre">CPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<section id="about-this-algorithm">
+<h3>About this algorithm<a class="headerlink" href="#about-this-algorithm" title="Link to this heading"></a></h3>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>CPFPMiner algorithm is used to discover the closed periodic frequent patterns in temporal databases.
+It uses depth-first search.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>P. Likhitha et al., “Discovering Closed Periodic-Frequent Patterns in Very Large Temporal Databases”
+2020 IEEE International Conference on Big Data (Big Data), 2020, <a class="reference external" href="https://ieeexplore.ieee.org/document/9378215">https://ieeexplore.ieee.org/document/9378215</a></p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-odd">param  minSup<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float:
+Controls the minimum number of transactions in which every item must appear in a database.</p>
+</dd>
+<dt class="field-even">param  maxPer<span class="colon">:</span></dt>
+<dd class="field-even"><p>float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p>
+</dd>
+<dt class="field-odd">param  sep<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or path of the input file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+<section id="execution-methods">
+<h3>Execution methods<a class="headerlink" href="#execution-methods" title="Link to this heading"></a></h3>
+<p><strong>Terminal command</strong></p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">  Format:</span>
+
+<span class="go">  (.venv) $  python3 CPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="go">  Example:</span>
+
+<span class="go">  (.venv) $ python3 CPFPMiner.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+<span class="go">.. note:: minSup will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+<p><strong>Calling from a python program</strong></p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.closed</span> <span class="kn">import</span> <span class="n">CPFPMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CPFPMiner</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+<section id="credits">
+<h4><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h4>
+<p>The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/closed/CPFPMiner.html#CPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from here</p>
+</dd></dl>
+
+</section>
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.closed.abstract">
+<span id="pami-periodicfrequentpattern-closed-abstract-module"></span><h2>PAMI.periodicFrequentPattern.closed.abstract module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.closed.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.closed">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.closed" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-periodicfrequentpattern-cuda-package">
+<h1>PAMI.periodicFrequentPattern.cuda package<a class="headerlink" href="#pami-periodicfrequentpattern-cuda-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-cuda-abstract-module">
+<h2>PAMI.periodicFrequentPattern.cuda.abstract module<a class="headerlink" href="#pami-periodicfrequentpattern-cuda-abstract-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-cuda-cugpfminer-module">
+<h2>PAMI.periodicFrequentPattern.cuda.cuGPFMiner module<a class="headerlink" href="#pami-periodicfrequentpattern-cuda-cugpfminer-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-cuda-gpfminerbit-module">
+<h2>PAMI.periodicFrequentPattern.cuda.gPFMinerBit module<a class="headerlink" href="#pami-periodicfrequentpattern-cuda-gpfminerbit-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.cuda">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.cuda" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-periodicfrequentpattern-package">
+<h1>PAMI.periodicFrequentPattern package<a class="headerlink" href="#pami-periodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html">PAMI.periodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFECLAT">PAMI.periodicFrequentPattern.basic.PFECLAT module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT"><code class="docutils literal notranslate"><span class="pre">PFECLAT</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.Mine"><code class="docutils literal notranslate"><span class="pre">PFECLAT.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PFECLAT.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PFECLAT.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatterns"><code class="docutils literal notranslate"><span class="pre">PFECLAT.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PFECLAT.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getRuntime"><code class="docutils literal notranslate"><span class="pre">PFECLAT.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.printResults"><code class="docutils literal notranslate"><span class="pre">PFECLAT.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.save"><code class="docutils literal notranslate"><span class="pre">PFECLAT.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.startMine"><code class="docutils literal notranslate"><span class="pre">PFECLAT.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowth">PAMI.periodicFrequentPattern.basic.PFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth"><code class="docutils literal notranslate"><span class="pre">PFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">PFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatterns"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getRuntime"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.printResults"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.save"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.startMine"><code class="docutils literal notranslate"><span class="pre">PFPGrowthPlus.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPMC">PAMI.periodicFrequentPattern.basic.PFPMC module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC"><code class="docutils literal notranslate"><span class="pre">PFPMC</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PFPMC.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PFPMC.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatterns"><code class="docutils literal notranslate"><span class="pre">PFPMC.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PFPMC.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getRuntime"><code class="docutils literal notranslate"><span class="pre">PFPMC.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.printResults"><code class="docutils literal notranslate"><span class="pre">PFPMC.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.save"><code class="docutils literal notranslate"><span class="pre">PFPMC.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.startMine"><code class="docutils literal notranslate"><span class="pre">PFPMC.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PSGrowth">PAMI.periodicFrequentPattern.basic.PSGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node"><code class="docutils literal notranslate"><span class="pre">Node</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node.addChild"><code class="docutils literal notranslate"><span class="pre">Node.addChild()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth"><code class="docutils literal notranslate"><span class="pre">PSGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">PSGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">PSGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">PSGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">PSGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">PSGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">PSGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">PSGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.save"><code class="docutils literal notranslate"><span class="pre">PSGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">PSGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.conditionalTransactions"><code class="docutils literal notranslate"><span class="pre">conditionalTransactions()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.getPeriodAndSupport"><code class="docutils literal notranslate"><span class="pre">getPeriodAndSupport()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.abstract">PAMI.periodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#pami-periodicfrequentpattern-basic-parallelpfpgrowth-module">PAMI.periodicFrequentPattern.basic.parallelPFPGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html">PAMI.periodicFrequentPattern.closed package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.CPFPMiner">PAMI.periodicFrequentPattern.closed.CPFPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner"><code class="docutils literal notranslate"><span class="pre">CPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.Mine"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">CPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.abstract">PAMI.periodicFrequentPattern.closed.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html">PAMI.periodicFrequentPattern.cuda package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-abstract-module">PAMI.periodicFrequentPattern.cuda.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-cugpfminer-module">PAMI.periodicFrequentPattern.cuda.cuGPFMiner module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#pami-periodicfrequentpattern-cuda-gpfminerbit-module">PAMI.periodicFrequentPattern.cuda.gPFMinerBit module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.cuda.html#module-PAMI.periodicFrequentPattern.cuda">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html">PAMI.periodicFrequentPattern.maximal package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.save"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">MaxPFGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.abstract">PAMI.periodicFrequentPattern.maximal.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html">PAMI.periodicFrequentPattern.pyspark package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#submodules">Submodules</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.pyspark.html#pami-periodicfrequentpattern-pyspark-parallelpfpgrowth-module">PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html">PAMI.periodicFrequentPattern.topk.TopkPFP package</a><ul>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract">PAMI.periodicFrequentPattern.topk.TopkPFP.abstract module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract">PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner">Module contents</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
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+  <section id="pami-periodicfrequentpattern-maximal-package">
+<h1>PAMI.periodicFrequentPattern.maximal package<a class="headerlink" href="#pami-periodicfrequentpattern-maximal-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth">
+<span id="pami-periodicfrequentpattern-maximal-maxpfgrowth-module"></span><h2>PAMI.periodicFrequentPattern.maximal.MaxPFGrowth module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.</span></span><span class="sig-name descname"><span class="pre">MaxPFGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>MaxPF-Growth is one of the fundamental algorithm to discover maximal periodic-frequent
+patterns in a temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. Uday Kiran, Yutaka Watanobe, Bhaskar Chaudhury, Koji Zettsu, Masashi Toyoda, Masaru Kitsuregawa,
+“Discovering Maximal Periodic-Frequent Patterns in Very Large Temporal Databases”,
+IEEE 2020, <a class="reference external" href="https://ieeexplore.ieee.org/document/9260063">https://ieeexplore.ieee.org/document/9260063</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>maxPer</strong> – float:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from Databases</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>update the Databases by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>after updating the Databases ar added into the tree by setting root node as null</p>
+</dd>
+<dt>startMine()</dt><dd><p>the main method to run the program</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>maxpfrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Examples usage :</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>maxpfrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4
+
+
+<span class="go">        .. note:: minSup will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-imported-code">
+<h3><strong>Sample run of the imported code:</strong><a class="headerlink" href="#sample-run-of-the-imported-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.maximal</span> <span class="kn">import</span> <span class="n">MaxPFGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">MaxPFGrowth</span><span class="p">(</span><span class="s2">&quot;../basic/sampleTDB.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns&quot;</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print the results of the execution.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html#MaxPFGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.maximal.abstract">
+<span id="pami-periodicfrequentpattern-maximal-abstract-module"></span><h2>PAMI.periodicFrequentPattern.maximal.abstract module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.maximal.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.maximal">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.maximal" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.periodicFrequentPattern.cuda.html" class="btn btn-neutral float-left" title="PAMI.periodicFrequentPattern.cuda package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-periodicfrequentpattern-pyspark-package">
+<h1>PAMI.periodicFrequentPattern.pyspark package<a class="headerlink" href="#pami-periodicfrequentpattern-pyspark-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-pyspark-abstract-module">
+<h2>PAMI.periodicFrequentPattern.pyspark.abstract module<a class="headerlink" href="#pami-periodicfrequentpattern-pyspark-abstract-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-periodicfrequentpattern-pyspark-parallelpfpgrowth-module">
+<h2>PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth module<a class="headerlink" href="#pami-periodicfrequentpattern-pyspark-parallelpfpgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.pyspark">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.pyspark" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+  <section id="pami-periodicfrequentpattern-topk-topkpfp-package">
+<h1>PAMI.periodicFrequentPattern.topk.TopkPFP package<a class="headerlink" href="#pami-periodicfrequentpattern-topk-topkpfp-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP">
+<span id="pami-periodicfrequentpattern-topk-topkpfp-topkpfp-module"></span><h2>PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.</span></span><span class="sig-name descname"><span class="pre">TopkPFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<blockquote>
+<div><dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Top - K is and algorithm to discover top periodic frequent patterns in a temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Komate Amphawan, Philippe Lenca, Athasit Surarerks: “Mining Top-K Periodic-Frequent Pattern from Transactional Databases without Support Threshold”
+International Conference on Advances in Information Technology: <a class="reference external" href="https://link.springer.com/chapter/10.1007/978-3-642-10392-6_3">https://link.springer.com/chapter/10.1007/978-3-642-10392-6_3</a></p>
+</dd>
+<dt class="field-odd">param  iFile<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-even">param  oFile<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+Name of the output file to store complete set of periodic frequent pattern’s</p>
+</dd>
+<dt class="field-odd">param  maxPer<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str:
+Controls the maximum number of transactions in which any two items within a pattern can reappear.</p>
+</dd>
+<dt class="field-even">param  sep<span class="colon">:</span></dt>
+<dd class="field-even"><p>str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p>
+</dd>
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>k: int</dt><dd><p>User specified counte of top frequent patterns</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Methods<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generates one frequent patterns</p>
+</dd>
+<dt>eclatGeneration(candidateList)</dt><dd><p>It will generate the combinations of frequent items</p>
+</dd>
+<dt>generateFrequentPatterns(tidList)</dt><dd><p>It will generate the combinations of frequent items from a list of items</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</div></blockquote>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">   Format:</span>
+
+<span class="go">   (.venv) $ python3 TopkPFP.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;k&gt; &lt;maxPer&gt;</span>
+
+<span class="go">   Examples:</span>
+
+<span class="go">   (.venv) $ python3 TopkPFP.py sampleDB.txt patterns.txt 10 3</span>
+
+
+<span class="go">**Sample run of the importing code:**</span>
+<span class="go">---------------------------------------</span>
+<span class="go">.. code-block:: python</span>
+
+<span class="go">        import PAMI.periodicFrequentPattern.topk.TopkPFPGrowth as alg</span>
+
+<span class="go">        obj = alg.TopkPFPGrowth(iFile, k, maxPer)</span>
+
+<span class="go">        obj.startMine()</span>
+
+<span class="go">        periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="go">        print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="go">        obj.save(oFile)</span>
+
+<span class="go">        Df = obj.getPatternInDataFrame()</span>
+
+<span class="go">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="go">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="go">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="go">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="go">        run = obj.getRuntime()</span>
+
+<span class="go">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="go">**Credits:**</span>
+<span class="go">--------------</span>
+<span class="go">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print the results of the execution.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html#TopkPFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract">
+<span id="pami-periodicfrequentpattern-topk-topkpfp-abstract-module"></span><h2>PAMI.periodicFrequentPattern.topk.TopkPFP.abstract module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.TopkPFP">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.TopkPFP" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.periodicFrequentPattern.topk.html" class="btn btn-neutral float-left" title="PAMI.periodicFrequentPattern.topk package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
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+</ul>
+
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+          <li class="breadcrumb-item"><a href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.topk package</li>
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+            <a href="_sources/PAMI.periodicFrequentPattern.topk.rst.txt" rel="nofollow"> View page source</a>
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+             
+  <section id="pami-periodicfrequentpattern-topk-package">
+<h1>PAMI.periodicFrequentPattern.topk package<a class="headerlink" href="#pami-periodicfrequentpattern-topk-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html">PAMI.periodicFrequentPattern.topk.TopkPFP package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">TopkPFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract">PAMI.periodicFrequentPattern.topk.TopkPFP.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html">PAMI.periodicFrequentPattern.topk.kPFPMiner package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract">PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner"><code class="docutils literal notranslate"><span class="pre">kPFPMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPer_Sup"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getPer_Sup()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.lno"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.lno</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.printResults"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.save"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.startMine"><code class="docutils literal notranslate"><span class="pre">kPFPMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk" title="Link to this heading"></a></h2>
+</section>
+</section>
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diff --git a/sphinx/_build/html/PAMI.periodicFrequentPattern.topk.kPFPMiner.html b/sphinx/_build/html/PAMI.periodicFrequentPattern.topk.kPFPMiner.html
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+             
+  <section id="pami-periodicfrequentpattern-topk-kpfpminer-package">
+<h1>PAMI.periodicFrequentPattern.topk.kPFPMiner package<a class="headerlink" href="#pami-periodicfrequentpattern-topk-kpfpminer-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract">
+<span id="pami-periodicfrequentpattern-topk-kpfpminer-abstract-module"></span><h2>PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner">
+<span id="pami-periodicfrequentpattern-topk-kpfpminer-kpfpminer-module"></span><h2>PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner module<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.</span></span><span class="sig-name descname"><span class="pre">kPFPMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Top - K is and algorithm to discover top periodic-frequent patterns in a temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>Likhitha, P., Ravikumar, P., Kiran, R.U., Watanobe, Y. (2022).</dt><dd><p>Discovering Top-k Periodic-Frequent Patterns in Very Large Temporal Databases. Big Data Analytics.</p>
+</dd>
+</dl>
+<p>BDA 2022. Lecture Notes in Computer Science, vol 13773. Springer, Cham. <a class="reference external" href="https://doi.org/10.1007/978-3-031-24094-2_14">https://doi.org/10.1007/978-3-031-24094-2_14</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of periodic frequent pattern’s</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>k: int</dt><dd><p>User specified counte of top-k periodic frequent patterns</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Generates one frequent patterns</p>
+</dd>
+<dt>eclatGeneration(candidateList)</dt><dd><p>It will generate the combinations of frequent items</p>
+</dd>
+<dt>generateFrequentPatterns(tidList)</dt><dd><p>It will generate the combinations of frequent items from a list of items</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal:</strong><a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>kPFPMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;k&gt;
+
+<span class="go">Examples :</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$  </span>python3<span class="w"> </span>kPFPMiner.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><a href="#id1"><span class="problematic" id="id2">**</span></a>Sample run of the importing code:<a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.periodicFrequentPattern.kPFPMiner</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">kPFPMiner</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of top-k Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPer_Sup">
+<span class="sig-name descname"><span class="pre">getPer_Sup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tids</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getPer_Sup"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPer_Sup" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.lno">
+<span class="sig-name descname"><span class="pre">lno</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.lno" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.printResults" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html#kPFPMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main function of the program</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.periodicFrequentPattern.topk.kPFPMiner">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.periodicFrequentPattern.topk.kPFPMiner" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+  <section id="pami-recurringpattern-basic-package">
+<h1>PAMI.recurringPattern.basic package<a class="headerlink" href="#pami-recurringpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.recurringPattern.basic.RPGrowth">
+<span id="pami-recurringpattern-basic-rpgrowth-module"></span><h2>PAMI.recurringPattern.basic.RPGrowth module<a class="headerlink" href="#module-PAMI.recurringPattern.basic.RPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.recurringPattern.basic.RPGrowth.</span></span><span class="sig-name descname"><span class="pre">RPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minPS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minRec</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_recurringPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>RPGrowth is one of the fundamental algorithm to discover recurring patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><ol class="upperalpha simple" start="18">
+<li><p>Uday Kiran†, Haichuan Shang†, Masashi Toyoda† and Masaru Kitsuregawa† Discovering Recurring Patterns in Time Series,https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/693/Paper%2023.pdf</p></li>
+</ol>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Recurring  patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Recurring patterns</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>minPs</strong> – str :
+It could potentially represent a minimum parallelism percentage or some other value related to parallel processing.</p></li>
+<li><p><strong>maxPer</strong> – float : minRec
+It represent a maximum percentage or some other numeric value.</p></li>
+<li><p><strong>minRec</strong> – str :
+It could represent a minimum recommended value or some other string-based setting.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>minPS<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minPS either in count or proportion of database size.
+If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</p>
+</dd>
+<dt>minRec<span class="classifier">int or float or str</span></dt><dd><p>The user has to specify minRec in count.</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>OneItems()</dt><dd><p>Extracts the possible recurring items of size one from database</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing non recurring items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;minPS&gt;<span class="w"> </span>&lt;minRec&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RPGrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">0</span>.4<span class="w"> </span><span class="m">2</span>
+
+
+<span class="go">        .. note:: maxPer and minPS will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.recurring</span> <span class="kn">import</span> <span class="n">RPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">RPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">minPS</span><span class="p">,</span> <span class="n">minRec</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by   C. Saideep  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the results of execution</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.recurringPattern.basic.RPGrowth.RPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/recurringPattern/basic/RPGrowth.html#RPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.recurringPattern.basic.abstract">
+<span id="pami-recurringpattern-basic-abstract-module"></span><h2>PAMI.recurringPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.recurringPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.recurringPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.recurringPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.recurringPattern.html" class="btn btn-neutral float-left" title="PAMI.recurringPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-recurringpattern-package">
+<h1>PAMI.recurringPattern package<a class="headerlink" href="#pami-recurringpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.recurringPattern.basic.html">PAMI.recurringPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.RPGrowth">PAMI.recurringPattern.basic.RPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth"><code class="docutils literal notranslate"><span class="pre">RPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">RPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">RPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">RPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">RPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">RPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">RPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">RPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.save"><code class="docutils literal notranslate"><span class="pre">RPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">RPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.abstract">PAMI.recurringPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic">Module contents</a></li>
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+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.recurringPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-relativefrequentpattern-basic-package">
+<h1>PAMI.relativeFrequentPattern.basic package<a class="headerlink" href="#pami-relativefrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.relativeFrequentPattern.basic.RSFPGrowth">
+<span id="pami-relativefrequentpattern-basic-rsfpgrowth-module"></span><h2>PAMI.relativeFrequentPattern.basic.RSFPGrowth module<a class="headerlink" href="#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.relativeFrequentPattern.basic.RSFPGrowth.</span></span><span class="sig-name descname"><span class="pre">RSFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minRS</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Algorithm to find all items with relative support from given dataset</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>‘Towards Efficient Discovery of Frequent Patterns with Relative Support’ R. Uday Kiran and
+Masaru Kitsuregawa, <a class="reference external" href="http://comad.in/comad2012/pdf/kiran.pdf">http://comad.in/comad2012/pdf/kiran.pdf</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Relative frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Relative frequent patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+Controls the minimum number of transactions in which every item must appear in a database.</p></li>
+<li><p><strong>minRS</strong> – float:
+Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file to mine complete set of frequent patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of frequent patterns</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minSup<span class="classifier">float</span></dt><dd><p>The user given minSup</p>
+</dd>
+<dt>minRS<span class="classifier">float</span></dt><dd><p>The user given minRS</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>itemSetBuffer<span class="classifier">list</span></dt><dd><p>it represents the store the items in mining</p>
+</dd>
+<dt>maxPatternLength<span class="classifier">int</span></dt><dd><p>it represents the constraint for pattern length</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getFrequentPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getmemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>check(line)</dt><dd><p>To check the delimiter used in the user input file</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+<dt>saveAllCombination(tempBuffer,s,position,prefix,prefixLength)</dt><dd><p>Forms all the combinations between prefix and tempBuffer lists with support(s)</p>
+</dd>
+<dt>saveItemSet(pattern,support)</dt><dd><p>Stores all the frequent patterns with their respective support</p>
+</dd>
+<dt>frequentPatternGrowthGenerate(frequentPatternTree,prefix,port)</dt><dd><p>Mining the frequent patterns by forming conditional frequentPatternTrees to particular prefix item.
+__mapSupport represents the 1-length items with their respective support</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$</span>python3<span class="w"> </span>RSFPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;__minRatio&gt;
+
+<span class="go">Example Usage :</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$</span>python3<span class="w"> </span>python3<span class="w"> </span>RSFPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.23<span class="w"> </span><span class="m">0</span>.2
+
+
+<span class="go">        .. note:: maxPer and minPS will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.relativeFrequentPattern</span> <span class="kn">import</span> <span class="n">RSFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">RSFPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">__minRatio</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getmemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by   Sai Chitra.B   under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.Mine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html#RSFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main program to start the operation
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.relativeFrequentPattern.basic.abstract">
+<span id="pami-relativefrequentpattern-basic-abstract-module"></span><h2>PAMI.relativeFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.relativeFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.relativeFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.relativeFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.relativeFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.relativeFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-relativefrequentpattern-package">
+<h1>PAMI.relativeFrequentPattern package<a class="headerlink" href="#pami-relativefrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html">PAMI.relativeFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth">PAMI.relativeFrequentPattern.basic.RSFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.Mine"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">RSFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.abstract">PAMI.relativeFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.relativeFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.relativeFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-relativehighutilitypattern-basic-package">
+<h1>PAMI.relativeHighUtilityPattern.basic package<a class="headerlink" href="#pami-relativehighutilitypattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.relativeHighUtilityPattern.basic.RHUIM">
+<span id="pami-relativehighutilitypattern-basic-rhuim-module"></span><h2>PAMI.relativeHighUtilityPattern.basic.RHUIM module<a class="headerlink" href="#module-PAMI.relativeHighUtilityPattern.basic.RHUIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.relativeHighUtilityPattern.basic.RHUIM.</span></span><span class="sig-name descname"><span class="pre">RHUIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUtil</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minUR</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_utilityPatterns</span></code></p>
+<dl class="field-list">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>RHUIM algorithm helps us to mine Relative High Utility itemSets from transactional databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. U. Kiran, P. Pallikila, J. M. Luna, P. Fournier-Viger, M. Toyoda and P. K. Reddy,
+“Discovering Relative High Utility Itemsets in Very Large Transactional Databases Using Null-Invariant Measure,”</p>
+<blockquote>
+<div><p>2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 252-262,
+doi: 10.1109/BigData52589.2021.9672064.</p>
+</div></blockquote>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Relative High Utility patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Relative High Utility patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+minSup measure constraints the minimum number of transactions in a database where a pattern must appear
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>minUtil</strong> – int :
+The minimum utility threshold.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the input file to mine complete set of patterns</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file to store complete set of patterns</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>minUtil<span class="classifier">int</span></dt><dd><p>The user given minUtil value</p>
+</dd>
+<dt>minUR<span class="classifier">float</span></dt><dd><p>The user given minUR value</p>
+</dd>
+<dt>relativeHighUtilityItemSets<span class="classifier">map</span></dt><dd><p>set of relative high utility itemSets</p>
+</dd>
+<dt>candidateCount<span class="classifier">int</span></dt><dd><p>Number of candidates</p>
+</dd>
+<dt>utilityBinArrayLU<span class="classifier">list</span></dt><dd><p>A map to hold the local utility values of the items in database</p>
+</dd>
+<dt>utilityBinArraySU<span class="classifier">list</span></dt><dd><p>A map to hold the subtree utility values of the items is database</p>
+</dd>
+<dt>oldNamesToNewNames<span class="classifier">list</span></dt><dd><p>A map which contains old names, new names of items as key value pairs</p>
+</dd>
+<dt>newNamesToOldNames<span class="classifier">list</span></dt><dd><p>A map which contains new names, old names of items as key value pairs</p>
+</dd>
+<dt>maxMemory<span class="classifier">float</span></dt><dd><p>Maximum memory used by this program for running</p>
+</dd>
+<dt>patternCount<span class="classifier">int</span></dt><dd><p>Number of RHUI’s</p>
+</dd>
+<dt>itemsToKeep<span class="classifier">list</span></dt><dd><p>keep only the promising items i.e items that can extend other items to form RHUIs</p>
+</dd>
+<dt>itemsToExplore<span class="classifier">list</span></dt><dd><p>list of items that needs to be explored</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>backTrackingRHUIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</dt><dd><p>A method to mine the RHUIs Recursively</p>
+</dd>
+<dt>useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</dt><dd><p>A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</p>
+</dd>
+<dt>output(tempPosition, utility)</dt><dd><p>A method to output a relative-high-utility itemSet to file or memory depending on what the user chose</p>
+</dd>
+<dt>is_equal(transaction1, transaction2)</dt><dd><p>A method to Check if two transaction are identical</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</dt><dd><p>A method to calculate the sub tree utility values for single items</p>
+</dd>
+<dt>sortDatabase(self, transactions)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>sort_transaction(self, trans1, trans2)</dt><dd><p>A Method to sort transaction</p>
+</dd>
+<dt>useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</dt><dd><p>A method to calculate local utility values for single itemSets</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RHUIM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minUtil&gt;<span class="w"> </span>&lt;sep&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>RHUIM.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>output.txt<span class="w"> </span><span class="m">35</span><span class="w"> </span><span class="m">20</span>
+
+
+<span class="go">        .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.relativeHighUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">RHUIM</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span><span class="o">=</span><span class="n">alg</span><span class="o">.</span><span class="n">RHUIM</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">20</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getmemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  Pradeep Pallikila  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sortDatabase">
+<span class="sig-name descname"><span class="pre">sortDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transactions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.sortDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sortDatabase" title="Link to this definition"></a></dt>
+<dd><p>A Method to sort transaction</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>transactions</strong> (<em>list</em>) – transaction of items</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>sorted transactions.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>Transactions or list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sort_transaction">
+<span class="sig-name descname"><span class="pre">sort_transaction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">_Transaction</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trans2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">_Transaction</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.sort_transaction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sort_transaction" title="Link to this definition"></a></dt>
+<dd><p>A Method to sort transaction</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+<dt class="field-even">Parameters<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>trans1</strong> (<a class="reference internal" href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction" title="PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction"><em>Transaction</em></a>) – the first transaction .</p>
+</dd>
+</dl>
+<p>:param trans2:the second transaction.
+:type trans2: Transaction
+:return: sorted transaction.
+:rtype:   Transaction</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html#RHUIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.relativeHighUtilityPattern.basic.abstract">
+<span id="pami-relativehighutilitypattern-basic-abstract-module"></span><h2>PAMI.relativeHighUtilityPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.relativeHighUtilityPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.relativeHighUtilityPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.relativeHighUtilityPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.relativeHighUtilityPattern.html" class="btn btn-neutral float-left" title="PAMI.relativeHighUtilityPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="PAMI.sequence.html" class="btn btn-neutral float-right" title="PAMI.sequence package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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diff --git a/sphinx/_build/html/PAMI.relativeHighUtilityPattern.html b/sphinx/_build/html/PAMI.relativeHighUtilityPattern.html
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-relativehighutilitypattern-package">
+<h1>PAMI.relativeHighUtilityPattern package<a class="headerlink" href="#pami-relativehighutilitypattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html">PAMI.relativeHighUtilityPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.RHUIM">PAMI.relativeHighUtilityPattern.basic.RHUIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM"><code class="docutils literal notranslate"><span class="pre">RHUIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">RHUIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">RHUIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">RHUIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">RHUIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">RHUIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.printResults"><code class="docutils literal notranslate"><span class="pre">RHUIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.save"><code class="docutils literal notranslate"><span class="pre">RHUIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sortDatabase"><code class="docutils literal notranslate"><span class="pre">RHUIM.sortDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sort_transaction"><code class="docutils literal notranslate"><span class="pre">RHUIM.sort_transaction()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.startMine"><code class="docutils literal notranslate"><span class="pre">RHUIM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.abstract">PAMI.relativeHighUtilityPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.relativeHighUtilityPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.relativeHighUtilityPattern" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.sequence.html b/sphinx/_build/html/PAMI.sequence.html
new file mode 100644
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.sequence package &mdash; PAMI 2024.04.23 documentation</title>
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+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="PAMI.sequentialPatternMining package" href="PAMI.sequentialPatternMining.html" />
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+  <section id="pami-sequentialpatternmining-basic-package">
+<h1>PAMI.sequentialPatternMining.basic package<a class="headerlink" href="#pami-sequentialpatternmining-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.sequentialPatternMining.basic.SPADE">
+<span id="pami-sequentialpatternmining-basic-spade-module"></span><h2>PAMI.sequentialPatternMining.basic.SPADE module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.basic.SPADE" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.sequentialPatternMining.basic.SPADE.</span></span><span class="sig-name descname"><span class="pre">SPADE</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_sequentialPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p>SPADE is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</p></li>
+<li><p>This program employs SPADE property (or downward closure property) to  reduce the search space effectively.</p></li>
+<li><p>This algorithm employs breadth-first search technique when 1-2 length patterns and depth-first serch when above 3 length patterns to find the complete set of frequent patterns in a transactional database.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Mohammed J. Zaki. 2001. SPADE: An Efficient Algorithm for Mining Frequent Sequences. Mach. Learn. 42, 1-2 (January 2001), 31-60. DOI=10.1023/A:1007652502315 http://dx.doi.org/10.1023/A:1007652502315</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of  Sequential frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of  Sequential frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+minSup measure constraints the minimum number of transactions in a database where a pattern must appear
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of output file</p>
+</dd>
+<dt>minSup: float or int or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or     .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>_xLenDatabase: dict</dt><dd><p>To store the datas in different sequence separated by sequence, rownumber, length.</p>
+</dd>
+<dt>_xLenDatabaseSame<span class="classifier">dict</span></dt><dd><p>To store the datas in same sequence separated by sequence, rownumber, length.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>candidateToFrequent(candidateList)</dt><dd><p>Generates frequent patterns from the candidate patterns</p>
+</dd>
+<dt>frequentToCandidate(frequentList, length)</dt><dd><p>Generates candidate patterns from the frequent patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SPADE.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SPADE.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+
+
+<span class="go">        .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.sequentialPatternMining.basic.SPADE</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">SPADE</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">sequentialPatternMining</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Suzuki Shota under the supervision of Professor Rage  Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.Mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.make1LenDatabase">
+<span class="sig-name descname"><span class="pre">make1LenDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.make1LenDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make1LenDatabase" title="Link to this definition"></a></dt>
+<dd><p>To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.make2LenDatabase">
+<span class="sig-name descname"><span class="pre">make2LenDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.make2LenDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make2LenDatabase" title="Link to this definition"></a></dt>
+<dd><p>To make 2 length frequent patterns by joining two one length patterns by breadth-first search technique  and update xlen Database to sequential database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.make3LenDatabase">
+<span class="sig-name descname"><span class="pre">make3LenDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.make3LenDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make3LenDatabase" title="Link to this definition"></a></dt>
+<dd><p>To call each 2 length patterns to make 3 length frequent patterns depth-first search technique</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRow">
+<span class="sig-name descname"><span class="pre">makeNextRow</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makeNextRow"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRow" title="Link to this definition"></a></dt>
+<dd><p>To make pattern row when two patterns have the latest word in different sequence</p>
+<p>:param bs : previous pattern without the latest one
+:param latestWord : latest word of one previous pattern
+:param latestWord2 : latest word of other previous pattern</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame">
+<span class="sig-name descname"><span class="pre">makeNextRowSame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makeNextRowSame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame" title="Link to this definition"></a></dt>
+<dd><p>To make pattern row when one pattern have the latestWord1 in different sequence and other(latestWord2) in same</p>
+<p>:param bs : previous pattern without the latest one
+:param latestWord : latest word of one previous pattern in same sequence
+:param latestWord2 : latest word of other previous pattern in different sequence</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame2">
+<span class="sig-name descname"><span class="pre">makeNextRowSame2</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makeNextRowSame2"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame2" title="Link to this definition"></a></dt>
+<dd><p>To make pattern row when two patterns have the latest word in same sequence</p>
+<p>:param bs : previous pattern without the latest one
+:param latestWord : latest word of one previous pattern
+:param latestWord2 : latest word of the other previous pattern</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame3">
+<span class="sig-name descname"><span class="pre">makeNextRowSame3</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makeNextRowSame3"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame3" title="Link to this definition"></a></dt>
+<dd><p>To make pattern row when two patterns have the latest word in different sequence and both latest word is in same sequence</p>
+<p>:param bs : previous pattern without the latest one
+:param latestWord : latest word of one previous pattern
+:param latestWord2 : latest word of other previous pattern</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabase">
+<span class="sig-name descname"><span class="pre">makexLenDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rowLen</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makexLenDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabase" title="Link to this definition"></a></dt>
+<dd><p>To make “rowLen” length frequent patterns from pattern which the latest word is in same seq  by joining “rowLen”-1 length patterns by depth-first search technique  and update xlenDatabase to sequential database</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>rowLen</strong> – row length of patterns.</p>
+</dd>
+</dl>
+<p>:param bs : patterns without the latest one
+:param latestWord : latest word of patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabaseSame">
+<span class="sig-name descname"><span class="pre">makexLenDatabaseSame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rowLen</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestWord</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.makexLenDatabaseSame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabaseSame" title="Link to this definition"></a></dt>
+<dd><p>To make 3 or more length frequent patterns from pattern which the latest word is in different seq  by depth-first search technique  and update xlenDatabase to sequential database</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>rowLen</strong> – row length of previous patterns.</p>
+</dd>
+</dl>
+<p>:param bs : previous patterns without the latest one
+:param latestWord : latest word of previous patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to prnt the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPADE.SPADE.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPADE.html#SPADE.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPADE.SPADE.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.sequentialPatternMining.basic.SPAM">
+<span id="pami-sequentialpatternmining-basic-spam-module"></span><h2>PAMI.sequentialPatternMining.basic.SPAM module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.basic.SPAM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.sequentialPatternMining.basic.SPAM.</span></span><span class="sig-name descname"><span class="pre">SPAM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_sequentialPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>SPAM is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.
+This program employs SPAM property (or downward closure property) to  reduce the search space effectively.
+This algorithm employs breadth-first search technique  to find the complete set of frequent patterns in a sequential database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><ol class="upperalpha simple" start="10">
+<li><p>Ayres, J. Gehrke, T.Yiu, and J. Flannick. Sequential Pattern Mining Using Bitmaps. In Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Edmonton, Alberta, Canada, July 2002.</p></li>
+</ol>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of  Sequential frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of  Sequential frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+minSup measure constraints the minimum number of transactions in a database where a pattern must appear
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of output file</p>
+</dd>
+<dt>minSup<span class="classifier">float or int or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or     .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the sequences of a database in list</p>
+</dd>
+<dt>_idDatabase<span class="classifier">dict</span></dt><dd><p>To store the sequences of a database by bit map</p>
+</dd>
+<dt>_maxSeqLen:</dt><dd><p>the maximum length of subsequence in sequence.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>_creatingItemSets():</dt><dd><p>Storing the complete sequences of the database/input file in a database variable</p>
+</dd>
+<dt>_convert(value):</dt><dd><p>To convert the user specified minSup value</p>
+</dd>
+<dt>make2BitDatabase():</dt><dd><p>To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</p>
+</dd>
+<dt>DfsPruning(items,sStep,iStep):</dt><dd><p>the main algorithm of spam. This can search sstep and istep items and find next patterns, its sstep, and its istep. And call this function again by using them. Recursion until there are no more items available for exploration.</p>
+</dd>
+<dt>Sstep(s):</dt><dd><p>To convert bit to ssteo bit.The first time you get 1, you set it to 0 and subsequent ones to 1.(like 010101=&gt;001111, 00001001=&gt;00000111)</p>
+</dd>
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>candidateToFrequent(candidateList)</dt><dd><p>Generates frequent patterns from the candidate patterns</p>
+</dd>
+<dt>frequentToCandidate(frequentList, length)</dt><dd><p>Generates candidate patterns from the frequent patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal</strong>:<a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SPAM.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span><span class="o">(</span>&lt;separator&gt;<span class="o">)</span>
+
+<span class="go">Examples usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SPAM.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0
+
+
+<span class="go">        .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code</strong>:<a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>import PAMI.sequentialPatternMining.basic.SPAM as alg</p>
+<p>obj = alg.SPAM(iFile, minSup)</p>
+<p>obj.startMine()</p>
+<p>sequentialPatternMining = obj.getPatterns()</p>
+<p>print(“Total number of Frequent Patterns:”, len(frequentPatterns))</p>
+<p>obj.savePatterns(oFile)</p>
+<p>Df = obj.getPatternInDataFrame()</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="id1">
+<h3><strong>Credits</strong>:<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.DfsPruning">
+<span class="sig-name descname"><span class="pre">DfsPruning</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">items</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sStep</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iStep</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.DfsPruning"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.DfsPruning" title="Link to this definition"></a></dt>
+<dd><p>the main algorithm of spam. This can search sstep and istep items and find next patterns, its sstep, and its istep. And call this function again by using them. Recursion until there are no more items available for exploration.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Attributes<span class="colon">:</span></dt>
+<dd class="field-odd"><p></p></dd>
+</dl>
+<dl class="simple">
+<dt>items<span class="classifier">str</span></dt><dd><p>The pattrens I got before</p>
+</dd>
+<dt>sStep<span class="classifier">list</span></dt><dd><p>Items presumed to have “sstep” relationship with “items”.(sstep is What appears later like a-b and a-c)</p>
+</dd>
+<dt>iStep<span class="classifier">list</span></dt><dd><p>Items presumed to have “istep” relationship with “items”(istep is What appears in same time like ab and ac)</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.Sstep">
+<span class="sig-name descname"><span class="pre">Sstep</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">s</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.Sstep"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.Sstep" title="Link to this definition"></a></dt>
+<dd><p>To convert bit to Sstep bit.The first time you get 1, you set it to 0 and subsequent ones to 1.(like 010101=&gt;001111, 00001001=&gt;00000111)</p>
+<dl class="simple">
+<dt>:param s:list</dt><dd><p>to store each bit sequence</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>nextS:list to store the bit sequence converted by sstep</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.countSup">
+<span class="sig-name descname"><span class="pre">countSup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.countSup"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.countSup" title="Link to this definition"></a></dt>
+<dd><p>count support</p>
+<dl class="simple">
+<dt>:param n:list</dt><dd><p>to store each bit sequence</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>count: int support of this list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.make2BitDatabase">
+<span class="sig-name descname"><span class="pre">make2BitDatabase</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.make2BitDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.make2BitDatabase" title="Link to this definition"></a></dt>
+<dd><p>To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file
+:param outFile: name of the output file
+:type outFile: file</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.SPAM.SPAM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/SPAM.html#SPAM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.SPAM.SPAM.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.sequentialPatternMining.basic.abstract">
+<span id="pami-sequentialpatternmining-basic-abstract-module"></span><h2>PAMI.sequentialPatternMining.basic.abstract module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.sequentialPatternMining.basic.prefixSpan">
+<span id="pami-sequentialpatternmining-basic-prefixspan-module"></span><h2>PAMI.sequentialPatternMining.basic.prefixSpan module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.basic.prefixSpan" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.sequentialPatternMining.basic.prefixSpan.</span></span><span class="sig-name descname"><span class="pre">prefixSpan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_sequentialPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p>Prefix Span is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</p></li>
+<li><p>This program employs Prefix Span property (or downward closure property) to  reduce the search space effectively.</p></li>
+<li><p>This algorithm employs depth-first search technique to find the complete set of frequent patterns in a transactional database.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><ol class="upperalpha simple" start="10">
+<li><p>Pei, J. Han, B. Mortazavi-Asl, J. Wang, H. Pinto, Q. Chen, U. Dayal, M. Hsu: Mining Sequential Patterns by Pattern-Growth: The PrefixSpan Approach. IEEE Trans. Knowl. Data Eng. 16(11): 1424-1440 (2004)</p></li>
+</ol>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Sequential frequent patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Sequential frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+minSup measure constraints the minimum number of transactions in a database where a pattern must appear
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">str</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">str</span></dt><dd><p>Name of the output file or the path of output file</p>
+</dd>
+<dt>minSup<span class="classifier">float or int or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>candidateToFrequent(candidateList)</dt><dd><p>Generates frequent patterns from the candidate patterns</p>
+</dd>
+<dt>frequentToCandidate(frequentList, length)</dt><dd><p>Generates candidate patterns from the frequent patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id2">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>prefixSpan.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>prefixSpan.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>
+
+
+<span class="go">        .. note:: minSup will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.frequentPattern.basic.prefixSpan</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">prefixSpan</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id4">
+<h3><strong>Credits:</strong><a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by Suzuki Shota under the supervision of Professor Rage  Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.Mine">
+<span class="sig-name descname"><span class="pre">Mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.Mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.Mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getSameSeq">
+<span class="sig-name descname"><span class="pre">getSameSeq</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">startrow</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.getSameSeq"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getSameSeq" title="Link to this definition"></a></dt>
+<dd><blockquote>
+<div><p>To get words in the latest sequence</p>
+</div></blockquote>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>startrow</strong> – the patterns get before</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNext">
+<span class="sig-name descname"><span class="pre">makeNext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sepDatabase</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startrow</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.makeNext"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNext" title="Link to this definition"></a></dt>
+<dd><p>To get next pattern by adding head word to next sequence of startrow</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>sepDatabase</strong> – dict
+what words and rows startrow have to add it.</p></li>
+<li><p><strong>startrow</strong> – the patterns get before</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNextSame">
+<span class="sig-name descname"><span class="pre">makeNextSame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sepDatabase</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startrow</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.makeNextSame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNextSame" title="Link to this definition"></a></dt>
+<dd><blockquote>
+<div><p>To get next pattern by adding head word to the latest sequence of startrow</p>
+</div></blockquote>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>sepDatabase</strong> – dict
+what words and rows startrow have to add it</p></li>
+<li><p><strong>startrow</strong> – the patterns get before</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseFirst">
+<span class="sig-name descname"><span class="pre">makeSeqDatabaseFirst</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.makeSeqDatabaseFirst"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseFirst" title="Link to this definition"></a></dt>
+<dd><p>To make 1 length sequence dataset list which start from same word. It was stored only 1 from 1 line.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>database</strong> – To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseSame">
+<span class="sig-name descname"><span class="pre">makeSeqDatabaseSame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startrow</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.makeSeqDatabaseSame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseSame" title="Link to this definition"></a></dt>
+<dd><p>To make sequence dataset list which start from same word(head). It was stored only 1 from 1 line.
+And it separated by having head in the latest sequence of startrow or not.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>database</strong> – To store the transactions of a database in list</p></li>
+<li><p><strong>startrow</strong> – the patterns get before</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSupDatabase">
+<span class="sig-name descname"><span class="pre">makeSupDatabase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.makeSupDatabase"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSupDatabase" title="Link to this definition"></a></dt>
+<dd><p>To delete not frequent words without words in the latest sequence</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>database</strong> – list
+database of lines having same startrow and head word</p>
+</dd>
+</dl>
+<dl class="simple">
+<dt>:param head:list</dt><dd><p>words in the latest sequence</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>changed database</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.serchSame">
+<span class="sig-name descname"><span class="pre">serchSame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startrow</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">give</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.serchSame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.serchSame" title="Link to this definition"></a></dt>
+<dd><p>To get 2 or more length patterns in same sequence.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>database</strong> – list
+To store the transactions of a database in list which have same startrow and head word</p></li>
+<li><p><strong>startrow</strong> – list
+the patterns get before</p></li>
+<li><p><strong>give</strong> – list
+the word in the latest sequence of startrow</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html#prefixSpan.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.sequentialPatternMining.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.sequentialPatternMining.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+        <a href="PAMI.sequentialPatternMining.html" class="btn btn-neutral float-left" title="PAMI.sequentialPatternMining package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-sequentialpatternmining-closed-package">
+<h1>PAMI.sequentialPatternMining.closed package<a class="headerlink" href="#pami-sequentialpatternmining-closed-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.sequentialPatternMining.closed.abstract">
+<span id="pami-sequentialpatternmining-closed-abstract-module"></span><h2>PAMI.sequentialPatternMining.closed.abstract module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.closed.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.sequentialPatternMining.closed.bide">
+<span id="pami-sequentialpatternmining-closed-bide-module"></span><h2>PAMI.sequentialPatternMining.closed.bide module<a class="headerlink" href="#module-PAMI.sequentialPatternMining.closed.bide" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.sequentialPatternMining.closed">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.sequentialPatternMining.closed" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.sequentialPatternMining.html b/sphinx/_build/html/PAMI.sequentialPatternMining.html
new file mode 100644
index 000000000..0263e46ba
--- /dev/null
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>PAMI.sequentialPatternMining package &mdash; PAMI 2024.04.23 documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+      <li class="breadcrumb-item active">PAMI.sequentialPatternMining package</li>
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+  <section id="pami-sequentialpatternmining-package">
+<h1>PAMI.sequentialPatternMining package<a class="headerlink" href="#pami-sequentialpatternmining-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html">PAMI.sequentialPatternMining.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPADE">PAMI.sequentialPatternMining.basic.SPADE module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE"><code class="docutils literal notranslate"><span class="pre">SPADE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.Mine"><code class="docutils literal notranslate"><span class="pre">SPADE.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SPADE.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SPADE.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatterns"><code class="docutils literal notranslate"><span class="pre">SPADE.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SPADE.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getRuntime"><code class="docutils literal notranslate"><span class="pre">SPADE.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make1LenDatabase"><code class="docutils literal notranslate"><span class="pre">SPADE.make1LenDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make2LenDatabase"><code class="docutils literal notranslate"><span class="pre">SPADE.make2LenDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make3LenDatabase"><code class="docutils literal notranslate"><span class="pre">SPADE.make3LenDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRow"><code class="docutils literal notranslate"><span class="pre">SPADE.makeNextRow()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame"><code class="docutils literal notranslate"><span class="pre">SPADE.makeNextRowSame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame2"><code class="docutils literal notranslate"><span class="pre">SPADE.makeNextRowSame2()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame3"><code class="docutils literal notranslate"><span class="pre">SPADE.makeNextRowSame3()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabase"><code class="docutils literal notranslate"><span class="pre">SPADE.makexLenDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabaseSame"><code class="docutils literal notranslate"><span class="pre">SPADE.makexLenDatabaseSame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.printResults"><code class="docutils literal notranslate"><span class="pre">SPADE.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.save"><code class="docutils literal notranslate"><span class="pre">SPADE.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.startMine"><code class="docutils literal notranslate"><span class="pre">SPADE.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPAM">PAMI.sequentialPatternMining.basic.SPAM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM"><code class="docutils literal notranslate"><span class="pre">SPAM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.DfsPruning"><code class="docutils literal notranslate"><span class="pre">SPAM.DfsPruning()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.Sstep"><code class="docutils literal notranslate"><span class="pre">SPAM.Sstep()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.countSup"><code class="docutils literal notranslate"><span class="pre">SPAM.countSup()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SPAM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SPAM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatterns"><code class="docutils literal notranslate"><span class="pre">SPAM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SPAM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getRuntime"><code class="docutils literal notranslate"><span class="pre">SPAM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.make2BitDatabase"><code class="docutils literal notranslate"><span class="pre">SPAM.make2BitDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.printResults"><code class="docutils literal notranslate"><span class="pre">SPAM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.save"><code class="docutils literal notranslate"><span class="pre">SPAM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.startMine"><code class="docutils literal notranslate"><span class="pre">SPAM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.abstract">PAMI.sequentialPatternMining.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.prefixSpan">PAMI.sequentialPatternMining.basic.prefixSpan module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan"><code class="docutils literal notranslate"><span class="pre">prefixSpan</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.Mine"><code class="docutils literal notranslate"><span class="pre">prefixSpan.Mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatterns"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getRuntime"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getSameSeq"><code class="docutils literal notranslate"><span class="pre">prefixSpan.getSameSeq()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNext"><code class="docutils literal notranslate"><span class="pre">prefixSpan.makeNext()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNextSame"><code class="docutils literal notranslate"><span class="pre">prefixSpan.makeNextSame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseFirst"><code class="docutils literal notranslate"><span class="pre">prefixSpan.makeSeqDatabaseFirst()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseSame"><code class="docutils literal notranslate"><span class="pre">prefixSpan.makeSeqDatabaseSame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSupDatabase"><code class="docutils literal notranslate"><span class="pre">prefixSpan.makeSupDatabase()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.printResults"><code class="docutils literal notranslate"><span class="pre">prefixSpan.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.save"><code class="docutils literal notranslate"><span class="pre">prefixSpan.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.serchSame"><code class="docutils literal notranslate"><span class="pre">prefixSpan.serchSame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.startMine"><code class="docutils literal notranslate"><span class="pre">prefixSpan.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html">PAMI.sequentialPatternMining.closed package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.abstract">PAMI.sequentialPatternMining.closed.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.bide">PAMI.sequentialPatternMining.closed.bide module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.sequentialPatternMining">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.sequentialPatternMining" title="Link to this heading"></a></h2>
+</section>
+</section>
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diff --git a/sphinx/_build/html/PAMI.stablePeriodicFrequentPattern.basic.html b/sphinx/_build/html/PAMI.stablePeriodicFrequentPattern.basic.html
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+  <title>PAMI.stablePeriodicFrequentPattern.basic package &mdash; PAMI 2024.04.23 documentation</title>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-stableperiodicfrequentpattern-basic-package">
+<h1>PAMI.stablePeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-stableperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat">
+<span id="pami-stableperiodicfrequentpattern-basic-sppeclat-module"></span><h2>PAMI.stablePeriodicFrequentPattern.basic.SPPEclat module<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.</span></span><span class="sig-name descname"><span class="pre">SPPEclat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxLa</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_stablePeriodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Stable periodic pattern mining aims to dicover all interesting patterns in a temporal database using three contraints minimum support,
+maximum period and maximum lability, that have support no less than the user-specified minimum support  constraint and lability no
+greater than maximum lability.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Fournier-Viger, P., Yang, P., Lin, J. C.-W., Kiran, U. (2019). Discovering Stable Periodic-Frequent Patterns in Transactional Data. Proc.
+32nd Intern. Conf. on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA AIE 2019), Springer LNAI, pp. 230-244</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of stable periodic Frequent Pattern.</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of stable periodic Frequent Pattern.</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>itemSup</strong> – int or float :
+Frequency of an item</p></li>
+<li><p><strong>maxLa</strong> – float :
+minimum loss of a pattern</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">int or float or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>maxLa<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxLa either in count or proportion of database size.
+If the program detects the data type of maxLa is integer, then it treats maxLa is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxLa=10 will be treated as integer, while maxLa=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>it represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+<dt>tidList<span class="classifier">dict</span></dt><dd><p>stores the timestamps of an item</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scan the database and store the items with their timestamps which are periodic frequent</p>
+</dd>
+<dt>calculateLa()</dt><dd><p>Calculates the support and period for a list of timestamps.</p>
+</dd>
+<dt>Generation()</dt><dd><p>Used to implement prefix class equivalence method to generate the periodic patterns recursively</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;<span class="w"> </span>&lt;maxLa&gt;
+
+<span class="go">Example usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">4</span>.0<span class="w"> </span><span class="m">2</span>.0
+
+
+<span class="go">        .. note:: constraints will be considered in percentage of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<p>… code-block:: python</p>
+<blockquote>
+<div><p>from PAMI.stablePeriodicFrequentPattern.basic import basic as alg</p>
+<p>obj = alg.PFPECLAT(“../basic/sampleTDB.txt”, 5, 3, 3)</p>
+<p>obj.startMine()</p>
+<p>Patterns = obj.getPatterns()</p>
+<p>print(“Total number of Stable Periodic Frequent Patterns:”, len(Patterns))</p>
+<p>obj.save(“patterns”)</p>
+<p>Df = obj.getPatternsAsDataFrame()</p>
+<p>memUSS = obj.getMemoryUSS()</p>
+<p>print(“Total Memory in USS:”, memUSS)</p>
+<p>memRSS = obj.getMemoryRSS()</p>
+<p>print(“Total Memory in RSS”, memRSS)</p>
+<p>run = obj.getRuntime()</p>
+<p>print(“Total ExecutionTime in seconds:”, run)</p>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to return the set of stable periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning stable periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.mine" title="Link to this definition"></a></dt>
+<dd><p>Method to start the mining of patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html#SPPEclat.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.startMine" title="Link to this definition"></a></dt>
+<dd><p>Method to start the mining of patterns</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="pami-stableperiodicfrequentpattern-basic-sppgrowth-module">
+<h2>PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth module<a class="headerlink" href="#pami-stableperiodicfrequentpattern-basic-sppgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-stableperiodicfrequentpattern-basic-sppgrowthdump-module">
+<h2>PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump module<a class="headerlink" href="#pami-stableperiodicfrequentpattern-basic-sppgrowthdump-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.basic.abstract">
+<span id="pami-stableperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.stablePeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-stableperiodicfrequentpattern-package">
+<h1>PAMI.stablePeriodicFrequentPattern package<a class="headerlink" href="#pami-stableperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html">PAMI.stablePeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat"><code class="docutils literal notranslate"><span class="pre">SPPEclat</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SPPEclat.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SPPEclat.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatterns"><code class="docutils literal notranslate"><span class="pre">SPPEclat.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SPPEclat.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getRuntime"><code class="docutils literal notranslate"><span class="pre">SPPEclat.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.mine"><code class="docutils literal notranslate"><span class="pre">SPPEclat.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.printResults"><code class="docutils literal notranslate"><span class="pre">SPPEclat.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.save"><code class="docutils literal notranslate"><span class="pre">SPPEclat.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.startMine"><code class="docutils literal notranslate"><span class="pre">SPPEclat.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#pami-stableperiodicfrequentpattern-basic-sppgrowth-module">PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#pami-stableperiodicfrequentpattern-basic-sppgrowthdump-module">PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.abstract">PAMI.stablePeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html">PAMI.stablePeriodicFrequentPattern.topK package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN">PAMI.stablePeriodicFrequentPattern.topK.TSPIN module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN"><code class="docutils literal notranslate"><span class="pre">TSPIN</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">TSPIN.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">TSPIN.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatterns"><code class="docutils literal notranslate"><span class="pre">TSPIN.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">TSPIN.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getRuntime"><code class="docutils literal notranslate"><span class="pre">TSPIN.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.printResults"><code class="docutils literal notranslate"><span class="pre">TSPIN.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.save"><code class="docutils literal notranslate"><span class="pre">TSPIN.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.startMine"><code class="docutils literal notranslate"><span class="pre">TSPIN.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.abstract">PAMI.stablePeriodicFrequentPattern.topK.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern" title="Link to this heading"></a></h2>
+</section>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-stableperiodicfrequentpattern-topk-package">
+<h1>PAMI.stablePeriodicFrequentPattern.topK package<a class="headerlink" href="#pami-stableperiodicfrequentpattern-topk-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN">
+<span id="pami-stableperiodicfrequentpattern-topk-tspin-module"></span><h2>PAMI.stablePeriodicFrequentPattern.topK.TSPIN module<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.stablePeriodicFrequentPattern.topK.TSPIN.</span></span><span class="sig-name descname"><span class="pre">TSPIN</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxLa</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_stablePeriodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>TSPIN is an algorithm to discover top stable periodic-frequent patterns in a transactional database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Fournier-Viger, P., Wang, Y., Yang, P. et al. TSPIN: mining top-k stable periodic patterns.
+Appl Intell 52, 6917–6938 (2022). <a class="reference external" href="https://doi.org/10.1007/s10489-020-02181-6">https://doi.org/10.1007/s10489-020-02181-6</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of frequent pattern’s</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of frequent patterns</p></li>
+<li><p><strong>maxPer</strong> – float:
+Maximum number of frequent patterns to be included in the output file.</p></li>
+<li><p><strong>maxLa</strong> – str:
+Maximum number of frequent patterns to be included in the output file.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>maxPer<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>maxLa<span class="classifier">int or float or str</span></dt><dd><p>The user can specify maxLa either in count or proportion of database size.
+If the program detects the data type of maxLa is integer, then it treats maxLa is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxLa=10 will be treated as integer, while maxLa=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from database</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<blockquote>
+<div><dl>
+<dt>Format:</dt><dd><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span>  <span class="n">python3</span> <span class="n">TSPIN</span><span class="o">.</span><span class="n">py</span> <span class="o">&lt;</span><span class="n">inputFile</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">outputFile</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">maxPer</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">maxLa</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+</dd>
+<dt>Example:</dt><dd><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span> <span class="n">python3</span> <span class="n">TSPIN</span><span class="o">.</span><span class="n">py</span> <span class="n">sampleTDB</span><span class="o">.</span><span class="n">txt</span> <span class="n">patterns</span><span class="o">.</span><span class="n">txt</span> <span class="mf">0.3</span> <span class="mf">0.4</span> <span class="mf">0.6</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>maxPer, maxLa and k will be considered in percentage of database transactions</p>
+</div>
+</dd>
+</dl>
+</div></blockquote>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.stablePeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">TSPIN</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">TSPIN</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxLa</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">stablePeriodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">stablePeriodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of periodic-frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final periodic-frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning periodic-frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of periodic-frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html#TSPIN.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.startMine" title="Link to this definition"></a></dt>
+<dd><p>Mining process will start from this function</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.topK.abstract">
+<span id="pami-stableperiodicfrequentpattern-topk-abstract-module"></span><h2>PAMI.stablePeriodicFrequentPattern.topK.abstract module<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.topK.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.stablePeriodicFrequentPattern.topK">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.stablePeriodicFrequentPattern.topK" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+        <a href="PAMI.stablePeriodicFrequentPattern.basic.html" class="btn btn-neutral float-left" title="PAMI.stablePeriodicFrequentPattern.basic package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    </div>
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
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+             
+  <section id="pami-subgraphmining-basic-package">
+<h1>PAMI.subgraphMining.basic package<a class="headerlink" href="#pami-subgraphmining-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.subgraphMining.basic.abstract">
+<span id="pami-subgraphmining-basic-abstract-module"></span><h2>PAMI.subgraphMining.basic.abstract module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.subgraphMining.basic.dfsCode">
+<span id="pami-subgraphmining-basic-dfscode-module"></span><h2>PAMI.subgraphMining.basic.dfsCode module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.dfsCode" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.dfsCode.</span></span><span class="sig-name descname"><span class="pre">DFSCode</span></span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.add">
+<span class="sig-name descname"><span class="pre">add</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ee</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.add"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.add" title="Link to this definition"></a></dt>
+<dd><p>The <cite>add</cite> function in adds elements to the EE list while updating the rightmost element and path
+based on certain conditions.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.containEdge">
+<span class="sig-name descname"><span class="pre">containEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.containEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.containEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.copy">
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.copy" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.getAllVLabels">
+<span class="sig-name descname"><span class="pre">getAllVLabels</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.getAllVLabels"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAllVLabels" title="Link to this definition"></a></dt>
+<dd><p>This function retrieves all vertex labels from the extended edge list and returns them in a list.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.getAt">
+<span class="sig-name descname"><span class="pre">getAt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.getAt"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAt" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.getEeList">
+<span class="sig-name descname"><span class="pre">getEeList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.getEeList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.getEeList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMost">
+<span class="sig-name descname"><span class="pre">getRightMost</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.getRightMost"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMost" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMostPath">
+<span class="sig-name descname"><span class="pre">getRightMostPath</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.getRightMostPath"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMostPath" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.isEmpty">
+<span class="sig-name descname"><span class="pre">isEmpty</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.isEmpty"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.isEmpty" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.notPreOfRm">
+<span class="sig-name descname"><span class="pre">notPreOfRm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.notPreOfRm"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.notPreOfRm" title="Link to this definition"></a></dt>
+<dd><p>This function checks if a given value is not the second-to-last element on the
+<cite>rightMostPath</cite> given a vertex.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.dfsCode.DFSCode.onRightMostPath">
+<span class="sig-name descname"><span class="pre">onRightMostPath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/dfsCode.html#DFSCode.onRightMostPath"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode.onRightMostPath" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.edge">
+<span id="pami-subgraphmining-basic-edge-module"></span><h2>PAMI.subgraphMining.basic.edge module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.edge" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.edge.Edge">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.edge.</span></span><span class="sig-name descname"><span class="pre">Edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgeLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/edge.html#Edge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.edge.Edge" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.edge.Edge.another">
+<span class="sig-name descname"><span class="pre">another</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/edge.html#Edge.another"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.edge.Edge.another" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.edge.Edge.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/edge.html#Edge.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.edge.Edge.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.extendedEdge">
+<span id="pami-subgraphmining-basic-extendededge-module"></span><h2>PAMI.subgraphMining.basic.extendedEdge module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.extendedEdge" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.extendedEdge.</span></span><span class="sig-name descname"><span class="pre">ExtendedEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgeLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV1">
+<span class="sig-name descname"><span class="pre">getV1</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.getV1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV1" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV2">
+<span class="sig-name descname"><span class="pre">getV2</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.getV2"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV2" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel1">
+<span class="sig-name descname"><span class="pre">getVLabel1</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.getVLabel1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel1" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel2">
+<span class="sig-name descname"><span class="pre">getVLabel2</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.getVLabel2"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel2" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.pairSmallerThan">
+<span class="sig-name descname"><span class="pre">pairSmallerThan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.pairSmallerThan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.pairSmallerThan" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThan">
+<span class="sig-name descname"><span class="pre">smallerThan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">that</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.smallerThan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThan" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThanOriginal">
+<span class="sig-name descname"><span class="pre">smallerThanOriginal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">that</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/extendedEdge.html#ExtendedEdge.smallerThanOriginal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThanOriginal" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.frequentSubgraph">
+<span id="pami-subgraphmining-basic-frequentsubgraph-module"></span><h2>PAMI.subgraphMining.basic.frequentSubgraph module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.frequentSubgraph" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.frequentSubgraph.FrequentSubgraph">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.frequentSubgraph.</span></span><span class="sig-name descname"><span class="pre">FrequentSubgraph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dfsCode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">setOfGraphsIds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">support</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/frequentSubgraph.html#FrequentSubgraph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.frequentSubgraph.FrequentSubgraph" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.graph">
+<span id="pami-subgraphmining-basic-graph-module"></span><h2>PAMI.subgraphMining.basic.graph module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.graph" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.graph.</span></span><span class="sig-name descname"><span class="pre">Graph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vMap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dfsCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.emptyIntegerArray">
+<span class="sig-name descname"><span class="pre">emptyIntegerArray</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.emptyIntegerArray" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.emptyVertexList">
+<span class="sig-name descname"><span class="pre">emptyVertexList</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.emptyVertexList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.findAllWithLabel">
+<span class="sig-name descname"><span class="pre">findAllWithLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">targetLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.findAllWithLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.findAllWithLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getAllNeighbors">
+<span class="sig-name descname"><span class="pre">getAllNeighbors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getAllNeighbors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getAllNeighbors" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getAllVertices">
+<span class="sig-name descname"><span class="pre">getAllVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getAllVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getAllVertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getEdge">
+<span class="sig-name descname"><span class="pre">getEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getEdgeCount">
+<span class="sig-name descname"><span class="pre">getEdgeCount</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getEdgeCount"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getEdgeCount" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getId">
+<span class="sig-name descname"><span class="pre">getId</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getId"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getId" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getNonPrecalculatedAllVertices">
+<span class="sig-name descname"><span class="pre">getNonPrecalculatedAllVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getNonPrecalculatedAllVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getNonPrecalculatedAllVertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.getVLabel">
+<span class="sig-name descname"><span class="pre">getVLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.getVLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.getVLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.isNeighboring">
+<span class="sig-name descname"><span class="pre">isNeighboring</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.isNeighboring"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.isNeighboring" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.precalculateLabelsToVertices">
+<span class="sig-name descname"><span class="pre">precalculateLabelsToVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.precalculateLabelsToVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.precalculateLabelsToVertices" title="Link to this definition"></a></dt>
+<dd><p>This function precalculates and stores mappings of vertex labels to their corresponding vertex IDs.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.precalculateVertexList">
+<span class="sig-name descname"><span class="pre">precalculateVertexList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.precalculateVertexList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexList" title="Link to this definition"></a></dt>
+<dd><p>The function precalculateVertexList creates a list of vertices by iterating through a dictionary of
+vertices.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.precalculateVertexNeighbors">
+<span class="sig-name descname"><span class="pre">precalculateVertexNeighbors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.precalculateVertexNeighbors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexNeighbors" title="Link to this definition"></a></dt>
+<dd><p>The function precalculates the neighbors of each vertex in a graph and stores them in a cache.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.graph.Graph.removeInfrequentLabel">
+<span class="sig-name descname"><span class="pre">removeInfrequentLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/graph.html#Graph.removeInfrequentLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.graph.Graph.removeInfrequentLabel" title="Link to this definition"></a></dt>
+<dd><p>The function removes vertices with a specific label from the graph and updates the edges accordingly.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.gspan">
+<span id="pami-subgraphmining-basic-gspan-module"></span><h2>PAMI.subgraphMining.basic.gspan module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.gspan" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.gspan.</span></span><span class="sig-name descname"><span class="pre">GSpan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSupport</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputSingleVertices</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxNumberOfEdges</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">inf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputGraphIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_gSpan</span></code></p>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.Pair">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">Pair</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.Pair"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.Pair" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.edge_count_pruning">
+<span class="sig-name descname"><span class="pre">edge_count_pruning</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.edge_count_pruning" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_edge_labels">
+<span class="sig-name descname"><span class="pre">eliminate_infrequent_edge_labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_edge_labels" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertex_pairs">
+<span class="sig-name descname"><span class="pre">eliminate_infrequent_vertex_pairs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertex_pairs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertices">
+<span class="sig-name descname"><span class="pre">eliminate_infrequent_vertices</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.findAllOnlyOneVertex">
+<span class="sig-name descname"><span class="pre">findAllOnlyOneVertex</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFrequentVertices</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.findAllOnlyOneVertex"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.findAllOnlyOneVertex" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>findAllOnlyOneVertex</cite> iterates through a graph database to find frequent vertices
+based on a minimum support threshold, storing the results and optionally removing infrequent
+vertices.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>graphDb</strong> – The <cite>graphDb</cite> parameter  refers to a graph database that the algorithm is</p>
+</dd>
+</dl>
+<p>operating on.
+:param outputFrequentVertices: The <cite>outputFrequentVertices</cite> parameter is a boolean flag that
+determines whether the frequent vertices should be included in the output or not.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.gSpan">
+<span class="sig-name descname"><span class="pre">gSpan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFrequentVertices</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.gSpan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.gSpan" title="Link to this definition"></a></dt>
+<dd><p>The gSpan function in Python processes a graph database by precalculating vertex lists, removing
+infrequent vertex pairs, and performing a depth-first search algorithm.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>graphDb</strong> – The <cite>graphDb</cite> parameter  refers to a graph database that the algorithm is</p>
+</dd>
+</dl>
+<p>operating on.
+:param outputFrequentVertices: The <cite>outputFrequentVertices</cite> parameter is a boolean flag that
+determines whether the frequent vertices should be output or not.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.getFrequentSubgraphs">
+<span class="sig-name descname"><span class="pre">getFrequentSubgraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.getFrequentSubgraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.getFrequentSubgraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.getRuntime" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.gspanDFS">
+<span class="sig-name descname"><span class="pre">gspanDFS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="PAMI.subgraphMining.basic.dfsCode.DFSCode"><span class="pre">DFSCode</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subgraphId</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.gspanDFS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.gspanDFS" title="Link to this definition"></a></dt>
+<dd><p>The <cite>gspanDFS</cite> function recursively explores graph patterns using the gSpan algorithm to find
+frequent subgraphs in a graph database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>c</strong> – In the provided code snippet, the parameter <cite>c</cite> is an instance of the <cite>_ab.DFSCode</cite> class.</p>
+</dd>
+</dl>
+<p>It is used as an input to the <cite>gspanDFS</cite> method for performing Depth-First Search (DFS) traversal in
+a graph mining algorithm. The <cite>c</cite> parameter represents
+:type c: _ab.DFSCode
+:param graphDb: The <cite>graphDb</cite> parameter  refers to a graph database that the algorithm is
+operating on.
+:param subgraphId: The <cite>subgraphId</cite> parameter in the <cite>gspanDFS</cite> method refers to an
+ID represents a specific subgraph within the graph database <cite>graphDb</cite>.
+:return: The <cite>gspanDFS</cite> method is a recursive function that is called within itself to explore the graph
+structure and find frequent subgraphs. The function does not have a return value, but it modifies
+the <cite>self.frequentSubgraphs</cite> list by appending new frequent subgraphs found during the DFS traversal.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.isCanonical">
+<span class="sig-name descname"><span class="pre">isCanonical</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="PAMI.subgraphMining.basic.dfsCode.DFSCode"><span class="pre">DFSCode</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.isCanonical"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.isCanonical" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>isCanonical</cite> checks if a given DFS code is canonical by comparing it with its
+rightmost path extensions.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>c</strong> (<em>_ab.DFSCode</em>) – The parameter <cite>c</cite> is an instance of the <cite>_ab.DFSCode</cite> class</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>a boolean value. It returns True if the input DFSCode <cite>c</cite> is canonical, and False if it is</p>
+</dd>
+</dl>
+<p>not canonical.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.readGraphs">
+<span class="sig-name descname"><span class="pre">readGraphs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.readGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.readGraphs" title="Link to this definition"></a></dt>
+<dd><p>The <cite>readGraphs</cite> function reads graph data from a file and constructs a list of graphs with vertices
+and edges.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>path</strong> – The <cite>path</cite> parameter in the <cite>readGraphs</cite> method is the file path to the text file</p>
+</dd>
+</dl>
+<p>containing the graph data that needs to be read and processed. This method reads the graph data from
+the specified file and constructs a list of graphs represented by vertices and edges based on the
+information in the
+:return: The <cite>readGraphs</cite> method reads graph data from a file specified by the <cite>path</cite> parameter. It
+parses the data to create a list of graph objects and returns this list. Each graph object contains
+information about vertices and edges within the graph.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.removeInfrequentVertexPairs">
+<span class="sig-name descname"><span class="pre">removeInfrequentVertexPairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.removeInfrequentVertexPairs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.removeInfrequentVertexPairs" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>removeInfrequentVertexPairs</cite> processes a graph database by removing infrequent vertex
+pairs and edge labels based on specified support thresholds.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>graphDb</strong> – The <cite>graphDb</cite> parameter  refers to a graph database that the algorithm is</p>
+</dd>
+</dl>
+<p>operating on.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensions">
+<span class="sig-name descname"><span class="pre">rightMostPathExtensions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="PAMI.subgraphMining.basic.dfsCode.DFSCode"><span class="pre">DFSCode</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphIds</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.rightMostPathExtensions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensions" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>rightMostPathExtensions</cite> generates extensions for a given DFS code by considering
+rightmost paths in a graph database.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>c</strong> – The parameter <cite>c</cite> in the <cite>rightMostPathExtensions</cite> method is of type <cite>_ab.DFSCode</cite>. It</p>
+</dd>
+</dl>
+<p>seems to represent a Depth-First Search code used in graph algorithms. The method is responsible
+for generating extensions based on the rightmost path in a graph
+:param graphDb: The <cite>graphDb</cite> parameter in the <cite>rightMostPathExtensions</cite> method is a
+database that stores graph data. It is used to retrieve graph objects based on
+their IDs, which are provided in the <cite>graphIds</cite> parameter. The method then performs operations on
+these graph objects to generate
+:param graphIds: The <cite>graphIds</cite> parameter in the <cite>rightMostPathExtensions</cite> function represents a
+list of graph identifiers. These identifiers are used to retrieve specific graphs from the
+<cite>graphDb</cite> database in order to perform operations on them within the function. Each ID in the
+<cite>graphIds</cite> list corresponds to an identifier.
+:return: The function <cite>rightMostPathExtensions</cite> returns a dictionary <cite>extensions</cite> containing
+extended edges as keys and sets of graph IDs as values.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensionsFromSingle">
+<span class="sig-name descname"><span class="pre">rightMostPathExtensionsFromSingle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="PAMI.subgraphMining.basic.dfsCode.DFSCode"><span class="pre">DFSCode</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">g</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.graph.Graph" title="PAMI.subgraphMining.basic.graph.Graph"><span class="pre">Graph</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.rightMostPathExtensionsFromSingle"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensionsFromSingle" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>rightMostPathExtensionsFromSingle</cite> generates extensions for a given DFS code and
+graph, focusing on the rightmost path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>c</strong> – The parameter <cite>c</cite> is of type <cite>_ab.DFSCode</cite>, which seems to represent a Depth-First Search</p>
+</dd>
+</dl>
+<p>code. It is used in the <cite>rightMostPathExtensionsFromSingle</cite> method to perform operations related to
+DFS codes
+:param g: The parameter <cite>g</cite> in the provided code snippet represents a graph object. It seems to be
+an instance of a graph data structure that contains vertices and edges. The code is designed to
+find and return extensions from a given DFS code <cite>c</cite> based on the provided graph <cite>g</cite>. The function
+`
+:return: The function <cite>rightMostPathExtensionsFromSingle</cite> returns a dictionary <cite>extensions</cite>
+containing extended edges as keys and sets of graph IDs as values.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.save" title="Link to this definition"></a></dt>
+<dd><p>The <cite>save</cite> function writes information about frequent subgraphs to a specified
+output file in a specific format.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outputPath</strong> – The <cite>save</cite> method is used to write the results of frequent</p>
+</dd>
+</dl>
+<p>subgraphs to a file specified by the <cite>outputPath</cite> parameter. The method iterates over each
+frequent subgraph in <cite>self.frequentSubgraphs</cite> and writes the subgraph information to the file</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.startMine" title="Link to this definition"></a></dt>
+<dd><p>Run the gSpan algorithm.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.gspan.GSpan.subgraphIsomorphisms">
+<span class="sig-name descname"><span class="pre">subgraphIsomorphisms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.dfsCode.DFSCode" title="PAMI.subgraphMining.basic.dfsCode.DFSCode"><span class="pre">DFSCode</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">g</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.basic.graph.Graph" title="PAMI.subgraphMining.basic.graph.Graph"><span class="pre">Graph</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/gspan.html#GSpan.subgraphIsomorphisms"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.gspan.GSpan.subgraphIsomorphisms" title="Link to this definition"></a></dt>
+<dd><p>The function <cite>subgraphIsomorphisms</cite> takes a DFS code and a graph as input, and finds all subgraph
+isomorphisms between the DFS code and the graph.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>c</strong> – The parameter <cite>c</cite> in the <cite>subgraphIsomorphisms</cite> function is of type <cite>_ab.DFSCode</cite>, which</p>
+</dd>
+</dl>
+<p>seems to represent a Depth-First Search code.
+:param g: The parameter <cite>g</cite> in the <cite>subgraphIsomorphisms</cite> function represents a graph object. The
+function is trying to find subgraph isomorphisms between a given DFS code <cite>c</cite> and the graph <cite>g</cite>. It
+iterates through the vertices of the graph starting with a specific
+:return: The function <cite>subgraphIsomorphisms</cite> returns a list of dictionaries, where each dictionary
+represents a subgraph isomorphism mapping between the input DFS code <cite>c</cite> and the input graph <cite>g</cite>.
+Each dictionary in the list maps vertex IDs from the DFS code to corresponding vertex IDs in the
+graph, indicating a valid subgraph isomorphism.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.sparseTriangularMatrix">
+<span id="pami-subgraphmining-basic-sparsetriangularmatrix-module"></span><h2>PAMI.subgraphMining.basic.sparseTriangularMatrix module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.sparseTriangularMatrix" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.sparseTriangularMatrix.</span></span><span class="sig-name descname"><span class="pre">SparseTriangularMatrix</span></span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html#SparseTriangularMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">
+<span class="sig-name descname"><span class="pre">getSupportForItems</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html#SparseTriangularMatrix.getSupportForItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">
+<span class="sig-name descname"><span class="pre">incrementCount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html#SparseTriangularMatrix.incrementCount"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">
+<span class="sig-name descname"><span class="pre">removeInfrequentEntriesFromMatrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">minsup</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html#SparseTriangularMatrix.removeInfrequentEntriesFromMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">
+<span class="sig-name descname"><span class="pre">setSupport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">support</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html#SparseTriangularMatrix.setSupport"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.setSupport" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic.vertex">
+<span id="pami-subgraphmining-basic-vertex-module"></span><h2>PAMI.subgraphMining.basic.vertex module<a class="headerlink" href="#module-PAMI.subgraphMining.basic.vertex" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.basic.vertex.</span></span><span class="sig-name descname"><span class="pre">Vertex</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex.addEdge">
+<span class="sig-name descname"><span class="pre">addEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex.addEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex.addEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex.getEdgeList">
+<span class="sig-name descname"><span class="pre">getEdgeList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex.getEdgeList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex.getEdgeList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex.getId">
+<span class="sig-name descname"><span class="pre">getId</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex.getId"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex.getId" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex.getLabel">
+<span class="sig-name descname"><span class="pre">getLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex.getLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex.getLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.basic.vertex.Vertex.removeEdge">
+<span class="sig-name descname"><span class="pre">removeEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edgeToRemove</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/basic/vertex.html#Vertex.removeEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.basic.vertex.Vertex.removeEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.subgraphMining.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
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+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
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+          <a href="index.html">PAMI</a>
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+          <li class="breadcrumb-item"><a href="modules.html">PAMI</a></li>
+          <li class="breadcrumb-item"><a href="PAMI.html">PAMI package</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/PAMI.subgraphMining.rst.txt" rel="nofollow"> View page source</a>
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+             
+  <section id="pami-subgraphmining-package">
+<h1>PAMI.subgraphMining package<a class="headerlink" href="#pami-subgraphmining-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.subgraphMining.basic.html">PAMI.subgraphMining.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.abstract">PAMI.subgraphMining.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.dfsCode">PAMI.subgraphMining.basic.dfsCode module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode"><code class="docutils literal notranslate"><span class="pre">DFSCode</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.add"><code class="docutils literal notranslate"><span class="pre">DFSCode.add()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.containEdge"><code class="docutils literal notranslate"><span class="pre">DFSCode.containEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.copy"><code class="docutils literal notranslate"><span class="pre">DFSCode.copy()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAllVLabels"><code class="docutils literal notranslate"><span class="pre">DFSCode.getAllVLabels()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAt"><code class="docutils literal notranslate"><span class="pre">DFSCode.getAt()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getEeList"><code class="docutils literal notranslate"><span class="pre">DFSCode.getEeList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMost"><code class="docutils literal notranslate"><span class="pre">DFSCode.getRightMost()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMostPath"><code class="docutils literal notranslate"><span class="pre">DFSCode.getRightMostPath()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.isEmpty"><code class="docutils literal notranslate"><span class="pre">DFSCode.isEmpty()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.notPreOfRm"><code class="docutils literal notranslate"><span class="pre">DFSCode.notPreOfRm()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.onRightMostPath"><code class="docutils literal notranslate"><span class="pre">DFSCode.onRightMostPath()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.edge">PAMI.subgraphMining.basic.edge module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge"><code class="docutils literal notranslate"><span class="pre">Edge</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.another"><code class="docutils literal notranslate"><span class="pre">Edge.another()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">Edge.getEdgeLabel()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.extendedEdge">PAMI.subgraphMining.basic.extendedEdge module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getEdgeLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV1"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getV1()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV2"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getV2()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel1"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getVLabel1()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel2"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getVLabel2()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.pairSmallerThan"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.pairSmallerThan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThan"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.smallerThan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThanOriginal"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.smallerThanOriginal()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.frequentSubgraph">PAMI.subgraphMining.basic.frequentSubgraph module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.frequentSubgraph.FrequentSubgraph"><code class="docutils literal notranslate"><span class="pre">FrequentSubgraph</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.graph">PAMI.subgraphMining.basic.graph module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph"><code class="docutils literal notranslate"><span class="pre">Graph</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.emptyIntegerArray"><code class="docutils literal notranslate"><span class="pre">Graph.emptyIntegerArray</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.emptyVertexList"><code class="docutils literal notranslate"><span class="pre">Graph.emptyVertexList</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.findAllWithLabel"><code class="docutils literal notranslate"><span class="pre">Graph.findAllWithLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllNeighbors"><code class="docutils literal notranslate"><span class="pre">Graph.getAllNeighbors()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllVertices"><code class="docutils literal notranslate"><span class="pre">Graph.getAllVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdge"><code class="docutils literal notranslate"><span class="pre">Graph.getEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeCount"><code class="docutils literal notranslate"><span class="pre">Graph.getEdgeCount()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">Graph.getEdgeLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getId"><code class="docutils literal notranslate"><span class="pre">Graph.getId()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getNonPrecalculatedAllVertices"><code class="docutils literal notranslate"><span class="pre">Graph.getNonPrecalculatedAllVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getVLabel"><code class="docutils literal notranslate"><span class="pre">Graph.getVLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.isNeighboring"><code class="docutils literal notranslate"><span class="pre">Graph.isNeighboring()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateLabelsToVertices"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateLabelsToVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexList"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateVertexList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexNeighbors"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateVertexNeighbors()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.removeInfrequentLabel"><code class="docutils literal notranslate"><span class="pre">Graph.removeInfrequentLabel()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.gspan">PAMI.subgraphMining.basic.gspan module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan"><code class="docutils literal notranslate"><span class="pre">GSpan</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.Pair"><code class="docutils literal notranslate"><span class="pre">GSpan.Pair</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.edge_count_pruning"><code class="docutils literal notranslate"><span class="pre">GSpan.edge_count_pruning</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_edge_labels"><code class="docutils literal notranslate"><span class="pre">GSpan.eliminate_infrequent_edge_labels</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertex_pairs"><code class="docutils literal notranslate"><span class="pre">GSpan.eliminate_infrequent_vertex_pairs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertices"><code class="docutils literal notranslate"><span class="pre">GSpan.eliminate_infrequent_vertices</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.findAllOnlyOneVertex"><code class="docutils literal notranslate"><span class="pre">GSpan.findAllOnlyOneVertex()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gSpan"><code class="docutils literal notranslate"><span class="pre">GSpan.gSpan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getFrequentSubgraphs"><code class="docutils literal notranslate"><span class="pre">GSpan.getFrequentSubgraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">GSpan.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">GSpan.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getRuntime"><code class="docutils literal notranslate"><span class="pre">GSpan.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gspanDFS"><code class="docutils literal notranslate"><span class="pre">GSpan.gspanDFS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.isCanonical"><code class="docutils literal notranslate"><span class="pre">GSpan.isCanonical()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.readGraphs"><code class="docutils literal notranslate"><span class="pre">GSpan.readGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.removeInfrequentVertexPairs"><code class="docutils literal notranslate"><span class="pre">GSpan.removeInfrequentVertexPairs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensions"><code class="docutils literal notranslate"><span class="pre">GSpan.rightMostPathExtensions()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensionsFromSingle"><code class="docutils literal notranslate"><span class="pre">GSpan.rightMostPathExtensionsFromSingle()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.save"><code class="docutils literal notranslate"><span class="pre">GSpan.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.startMine"><code class="docutils literal notranslate"><span class="pre">GSpan.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.subgraphIsomorphisms"><code class="docutils literal notranslate"><span class="pre">GSpan.subgraphIsomorphisms()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.sparseTriangularMatrix">PAMI.subgraphMining.basic.sparseTriangularMatrix module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.getSupportForItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.incrementCount()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.removeInfrequentEntriesFromMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.setSupport"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.setSupport()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.vertex">PAMI.subgraphMining.basic.vertex module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex"><code class="docutils literal notranslate"><span class="pre">Vertex</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.addEdge"><code class="docutils literal notranslate"><span class="pre">Vertex.addEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getEdgeList"><code class="docutils literal notranslate"><span class="pre">Vertex.getEdgeList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getId"><code class="docutils literal notranslate"><span class="pre">Vertex.getId()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getLabel"><code class="docutils literal notranslate"><span class="pre">Vertex.getLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.removeEdge"><code class="docutils literal notranslate"><span class="pre">Vertex.removeEdge()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.subgraphMining.topK.html">PAMI.subgraphMining.topK package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSCode">PAMI.subgraphMining.topK.DFSCode module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode"><code class="docutils literal notranslate"><span class="pre">DfsCode</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.add"><code class="docutils literal notranslate"><span class="pre">DfsCode.add()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.containEdge"><code class="docutils literal notranslate"><span class="pre">DfsCode.containEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.copy"><code class="docutils literal notranslate"><span class="pre">DfsCode.copy()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAllVLabels"><code class="docutils literal notranslate"><span class="pre">DfsCode.getAllVLabels()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAt"><code class="docutils literal notranslate"><span class="pre">DfsCode.getAt()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getEeList"><code class="docutils literal notranslate"><span class="pre">DfsCode.getEeList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMost"><code class="docutils literal notranslate"><span class="pre">DfsCode.getRightMost()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMostPath"><code class="docutils literal notranslate"><span class="pre">DfsCode.getRightMostPath()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.isEmpty"><code class="docutils literal notranslate"><span class="pre">DfsCode.isEmpty()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.notPreOfRm"><code class="docutils literal notranslate"><span class="pre">DfsCode.notPreOfRm()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.onRightMostPath"><code class="docutils literal notranslate"><span class="pre">DfsCode.onRightMostPath()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSThread">PAMI.subgraphMining.topK.DFSThread module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread"><code class="docutils literal notranslate"><span class="pre">DfsThread</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread.run"><code class="docutils literal notranslate"><span class="pre">DfsThread.run()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.abstract">PAMI.subgraphMining.topK.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.edge">PAMI.subgraphMining.topK.edge module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge"><code class="docutils literal notranslate"><span class="pre">Edge</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.another"><code class="docutils literal notranslate"><span class="pre">Edge.another()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">Edge.getEdgeLabel()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.extendedEdge">PAMI.subgraphMining.topK.extendedEdge module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getEdgeLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV1"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getV1()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV2"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getV2()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel1"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getVLabel1()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel2"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.getVLabel2()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.pairSmallerThan"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.pairSmallerThan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThan"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.smallerThan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThanOriginal"><code class="docutils literal notranslate"><span class="pre">ExtendedEdge.smallerThanOriginal()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.frequentSubgraph">PAMI.subgraphMining.topK.frequentSubgraph module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.frequentSubgraph.FrequentSubgraph"><code class="docutils literal notranslate"><span class="pre">FrequentSubgraph</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.graph">PAMI.subgraphMining.topK.graph module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph"><code class="docutils literal notranslate"><span class="pre">Graph</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.EMPTY_INTEGER_ARRAY"><code class="docutils literal notranslate"><span class="pre">Graph.EMPTY_INTEGER_ARRAY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.EMPTY_VERTEX_LIST"><code class="docutils literal notranslate"><span class="pre">Graph.EMPTY_VERTEX_LIST</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.findAllWithLabel"><code class="docutils literal notranslate"><span class="pre">Graph.findAllWithLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllNeighbors"><code class="docutils literal notranslate"><span class="pre">Graph.getAllNeighbors()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllVertices"><code class="docutils literal notranslate"><span class="pre">Graph.getAllVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdge"><code class="docutils literal notranslate"><span class="pre">Graph.getEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeCount"><code class="docutils literal notranslate"><span class="pre">Graph.getEdgeCount()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeLabel"><code class="docutils literal notranslate"><span class="pre">Graph.getEdgeLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getId"><code class="docutils literal notranslate"><span class="pre">Graph.getId()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getNonPrecalculatedAllVertices"><code class="docutils literal notranslate"><span class="pre">Graph.getNonPrecalculatedAllVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getVLabel"><code class="docutils literal notranslate"><span class="pre">Graph.getVLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.isNeighboring"><code class="docutils literal notranslate"><span class="pre">Graph.isNeighboring()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateLabelsToVertices"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateLabelsToVertices()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexList"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateVertexList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexNeighbors"><code class="docutils literal notranslate"><span class="pre">Graph.precalculateVertexNeighbors()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.removeInfrequentLabel"><code class="docutils literal notranslate"><span class="pre">Graph.removeInfrequentLabel()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.sparseTriangularMatrix">PAMI.subgraphMining.topK.sparseTriangularMatrix module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.getSupportForItems()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.incrementCount()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.removeInfrequentEntriesFromMatrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.setSupport"><code class="docutils literal notranslate"><span class="pre">SparseTriangularMatrix.setSupport()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.tkg">PAMI.subgraphMining.topK.tkg module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG"><code class="docutils literal notranslate"><span class="pre">TKG</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.DYNAMIC_SEARCH"><code class="docutils literal notranslate"><span class="pre">TKG.DYNAMIC_SEARCH</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.EDGE_COUNT_PRUNING"><code class="docutils literal notranslate"><span class="pre">TKG.EDGE_COUNT_PRUNING</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_EDGE_LABELS"><code class="docutils literal notranslate"><span class="pre">TKG.ELIMINATE_INFREQUENT_EDGE_LABELS</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTEX_PAIRS"><code class="docutils literal notranslate"><span class="pre">TKG.ELIMINATE_INFREQUENT_VERTEX_PAIRS</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTICES"><code class="docutils literal notranslate"><span class="pre">TKG.ELIMINATE_INFREQUENT_VERTICES</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.Pair"><code class="docutils literal notranslate"><span class="pre">TKG.Pair</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.THREADED_DYNAMIC_SEARCH"><code class="docutils literal notranslate"><span class="pre">TKG.THREADED_DYNAMIC_SEARCH</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.findAllOnlyOneVertex"><code class="docutils literal notranslate"><span class="pre">TKG.findAllOnlyOneVertex()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gSpan"><code class="docutils literal notranslate"><span class="pre">TKG.gSpan()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getKSubgraphs"><code class="docutils literal notranslate"><span class="pre">TKG.getKSubgraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">TKG.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">TKG.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMinSupport"><code class="docutils literal notranslate"><span class="pre">TKG.getMinSupport()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getQueueSize"><code class="docutils literal notranslate"><span class="pre">TKG.getQueueSize()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getRuntime"><code class="docutils literal notranslate"><span class="pre">TKG.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getSubgraphs"><code class="docutils literal notranslate"><span class="pre">TKG.getSubgraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDfs"><code class="docutils literal notranslate"><span class="pre">TKG.gspanDfs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDynamicDFS"><code class="docutils literal notranslate"><span class="pre">TKG.gspanDynamicDFS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.isCanonical"><code class="docutils literal notranslate"><span class="pre">TKG.isCanonical()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.readGraphs"><code class="docutils literal notranslate"><span class="pre">TKG.readGraphs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.registerAsCandidate"><code class="docutils literal notranslate"><span class="pre">TKG.registerAsCandidate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.removeInfrequentVertexPairs"><code class="docutils literal notranslate"><span class="pre">TKG.removeInfrequentVertexPairs()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensions"><code class="docutils literal notranslate"><span class="pre">TKG.rightMostPathExtensions()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensionsFromSingle"><code class="docutils literal notranslate"><span class="pre">TKG.rightMostPathExtensionsFromSingle()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.save"><code class="docutils literal notranslate"><span class="pre">TKG.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.savePattern"><code class="docutils literal notranslate"><span class="pre">TKG.savePattern()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startMine"><code class="docutils literal notranslate"><span class="pre">TKG.startMine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startThreads"><code class="docutils literal notranslate"><span class="pre">TKG.startThreads()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.subgraphIsomorphisms"><code class="docutils literal notranslate"><span class="pre">TKG.subgraphIsomorphisms()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.vertex">PAMI.subgraphMining.topK.vertex module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex"><code class="docutils literal notranslate"><span class="pre">Vertex</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.addEdge"><code class="docutils literal notranslate"><span class="pre">Vertex.addEdge()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getEdgeList"><code class="docutils literal notranslate"><span class="pre">Vertex.getEdgeList()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getId"><code class="docutils literal notranslate"><span class="pre">Vertex.getId()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getLabel"><code class="docutils literal notranslate"><span class="pre">Vertex.getLabel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.removeEdge"><code class="docutils literal notranslate"><span class="pre">Vertex.removeEdge()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.subgraphMining">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.subgraphMining" title="Link to this heading"></a></h2>
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-subgraphmining-topk-package">
+<h1>PAMI.subgraphMining.topK package<a class="headerlink" href="#pami-subgraphmining-topk-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.subgraphMining.topK.DFSCode">
+<span id="pami-subgraphmining-topk-dfscode-module"></span><h2>PAMI.subgraphMining.topK.DFSCode module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.DFSCode" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.DFSCode.</span></span><span class="sig-name descname"><span class="pre">DfsCode</span></span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.add">
+<span class="sig-name descname"><span class="pre">add</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ee</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.add"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.add" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.containEdge">
+<span class="sig-name descname"><span class="pre">containEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.containEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.containEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.copy">
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.copy" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.getAllVLabels">
+<span class="sig-name descname"><span class="pre">getAllVLabels</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.getAllVLabels"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAllVLabels" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.getAt">
+<span class="sig-name descname"><span class="pre">getAt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.getAt"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAt" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.getEeList">
+<span class="sig-name descname"><span class="pre">getEeList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.getEeList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.getEeList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMost">
+<span class="sig-name descname"><span class="pre">getRightMost</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.getRightMost"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMost" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMostPath">
+<span class="sig-name descname"><span class="pre">getRightMostPath</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.getRightMostPath"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMostPath" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.isEmpty">
+<span class="sig-name descname"><span class="pre">isEmpty</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.isEmpty"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.isEmpty" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.notPreOfRm">
+<span class="sig-name descname"><span class="pre">notPreOfRm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.notPreOfRm"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.notPreOfRm" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSCode.DfsCode.onRightMostPath">
+<span class="sig-name descname"><span class="pre">onRightMostPath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSCode.html#DfsCode.onRightMostPath"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode.onRightMostPath" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.DFSThread">
+<span id="pami-subgraphmining-topk-dfsthread-module"></span><h2>PAMI.subgraphMining.topK.DFSThread module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.DFSThread" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSThread.DfsThread">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.DFSThread.</span></span><span class="sig-name descname"><span class="pre">DfsThread</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDb</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tkgInstance</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSThread.html#DfsThread"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSThread.DfsThread" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Thread</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.DFSThread.DfsThread.run">
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/DFSThread.html#DfsThread.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.DFSThread.DfsThread.run" title="Link to this definition"></a></dt>
+<dd><p>Method representing the thread’s activity.</p>
+<p>You may override this method in a subclass. The standard run() method
+invokes the callable object passed to the object’s constructor as the
+target argument, if any, with sequential and keyword arguments taken
+from the args and kwargs arguments, respectively.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.abstract">
+<span id="pami-subgraphmining-topk-abstract-module"></span><h2>PAMI.subgraphMining.topK.abstract module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.subgraphMining.topK.edge">
+<span id="pami-subgraphmining-topk-edge-module"></span><h2>PAMI.subgraphMining.topK.edge module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.edge" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.edge.Edge">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.edge.</span></span><span class="sig-name descname"><span class="pre">Edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgeLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/edge.html#Edge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.edge.Edge" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.edge.Edge.another">
+<span class="sig-name descname"><span class="pre">another</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/edge.html#Edge.another"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.edge.Edge.another" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.edge.Edge.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/edge.html#Edge.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.edge.Edge.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.extendedEdge">
+<span id="pami-subgraphmining-topk-extendededge-module"></span><h2>PAMI.subgraphMining.topK.extendedEdge module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.extendedEdge" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.extendedEdge.</span></span><span class="sig-name descname"><span class="pre">ExtendedEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgeLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV1">
+<span class="sig-name descname"><span class="pre">getV1</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.getV1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV1" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV2">
+<span class="sig-name descname"><span class="pre">getV2</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.getV2"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV2" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel1">
+<span class="sig-name descname"><span class="pre">getVLabel1</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.getVLabel1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel1" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel2">
+<span class="sig-name descname"><span class="pre">getVLabel2</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.getVLabel2"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel2" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.pairSmallerThan">
+<span class="sig-name descname"><span class="pre">pairSmallerThan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.pairSmallerThan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.pairSmallerThan" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThan">
+<span class="sig-name descname"><span class="pre">smallerThan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">that</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.smallerThan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThan" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThanOriginal">
+<span class="sig-name descname"><span class="pre">smallerThanOriginal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">that</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/extendedEdge.html#ExtendedEdge.smallerThanOriginal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThanOriginal" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.frequentSubgraph">
+<span id="pami-subgraphmining-topk-frequentsubgraph-module"></span><h2>PAMI.subgraphMining.topK.frequentSubgraph module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.frequentSubgraph" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.frequentSubgraph.FrequentSubgraph">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.frequentSubgraph.</span></span><span class="sig-name descname"><span class="pre">FrequentSubgraph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dfsCode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">setOfGraphsIds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">support</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/frequentSubgraph.html#FrequentSubgraph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.frequentSubgraph.FrequentSubgraph" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.graph">
+<span id="pami-subgraphmining-topk-graph-module"></span><h2>PAMI.subgraphMining.topK.graph module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.graph" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.graph.</span></span><span class="sig-name descname"><span class="pre">Graph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vMap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dfsCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.EMPTY_INTEGER_ARRAY">
+<span class="sig-name descname"><span class="pre">EMPTY_INTEGER_ARRAY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.EMPTY_INTEGER_ARRAY" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.EMPTY_VERTEX_LIST">
+<span class="sig-name descname"><span class="pre">EMPTY_VERTEX_LIST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.EMPTY_VERTEX_LIST" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.findAllWithLabel">
+<span class="sig-name descname"><span class="pre">findAllWithLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">targetLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.findAllWithLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.findAllWithLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getAllNeighbors">
+<span class="sig-name descname"><span class="pre">getAllNeighbors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getAllNeighbors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getAllNeighbors" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getAllVertices">
+<span class="sig-name descname"><span class="pre">getAllVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getAllVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getAllVertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getEdge">
+<span class="sig-name descname"><span class="pre">getEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getEdgeCount">
+<span class="sig-name descname"><span class="pre">getEdgeCount</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getEdgeCount"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getEdgeCount" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getEdgeLabel">
+<span class="sig-name descname"><span class="pre">getEdgeLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getEdgeLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getEdgeLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getId">
+<span class="sig-name descname"><span class="pre">getId</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getId"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getId" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getNonPrecalculatedAllVertices">
+<span class="sig-name descname"><span class="pre">getNonPrecalculatedAllVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getNonPrecalculatedAllVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getNonPrecalculatedAllVertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.getVLabel">
+<span class="sig-name descname"><span class="pre">getVLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.getVLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.getVLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.isNeighboring">
+<span class="sig-name descname"><span class="pre">isNeighboring</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">v2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.isNeighboring"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.isNeighboring" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.precalculateLabelsToVertices">
+<span class="sig-name descname"><span class="pre">precalculateLabelsToVertices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.precalculateLabelsToVertices"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.precalculateLabelsToVertices" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.precalculateVertexList">
+<span class="sig-name descname"><span class="pre">precalculateVertexList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.precalculateVertexList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.precalculateVertexNeighbors">
+<span class="sig-name descname"><span class="pre">precalculateVertexNeighbors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.precalculateVertexNeighbors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexNeighbors" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.graph.Graph.removeInfrequentLabel">
+<span class="sig-name descname"><span class="pre">removeInfrequentLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/graph.html#Graph.removeInfrequentLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.graph.Graph.removeInfrequentLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.sparseTriangularMatrix">
+<span id="pami-subgraphmining-topk-sparsetriangularmatrix-module"></span><h2>PAMI.subgraphMining.topK.sparseTriangularMatrix module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.sparseTriangularMatrix" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.sparseTriangularMatrix.</span></span><span class="sig-name descname"><span class="pre">SparseTriangularMatrix</span></span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html#SparseTriangularMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">
+<span class="sig-name descname"><span class="pre">getSupportForItems</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html#SparseTriangularMatrix.getSupportForItems"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">
+<span class="sig-name descname"><span class="pre">incrementCount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html#SparseTriangularMatrix.incrementCount"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">
+<span class="sig-name descname"><span class="pre">removeInfrequentEntriesFromMatrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">minsup</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html#SparseTriangularMatrix.removeInfrequentEntriesFromMatrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">
+<span class="sig-name descname"><span class="pre">setSupport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">j</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">support</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html#SparseTriangularMatrix.setSupport"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.setSupport" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.tkg">
+<span id="pami-subgraphmining-topk-tkg-module"></span><h2>PAMI.subgraphMining.topK.tkg module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.tkg" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.tkg.</span></span><span class="sig-name descname"><span class="pre">TKG</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxNumberOfEdges</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">inf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputSingleVertices</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputGraphIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_TKG</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.DYNAMIC_SEARCH">
+<span class="sig-name descname"><span class="pre">DYNAMIC_SEARCH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.DYNAMIC_SEARCH" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.EDGE_COUNT_PRUNING">
+<span class="sig-name descname"><span class="pre">EDGE_COUNT_PRUNING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.EDGE_COUNT_PRUNING" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_EDGE_LABELS">
+<span class="sig-name descname"><span class="pre">ELIMINATE_INFREQUENT_EDGE_LABELS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_EDGE_LABELS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTEX_PAIRS">
+<span class="sig-name descname"><span class="pre">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTEX_PAIRS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTICES">
+<span class="sig-name descname"><span class="pre">ELIMINATE_INFREQUENT_VERTICES</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTICES" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.Pair">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">Pair</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.Pair"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.Pair" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.THREADED_DYNAMIC_SEARCH">
+<span class="sig-name descname"><span class="pre">THREADED_DYNAMIC_SEARCH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.THREADED_DYNAMIC_SEARCH" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.findAllOnlyOneVertex">
+<span class="sig-name descname"><span class="pre">findAllOnlyOneVertex</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFrequentVertices</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.findAllOnlyOneVertex"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.findAllOnlyOneVertex" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.gSpan">
+<span class="sig-name descname"><span class="pre">gSpan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFrequentVertices</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.gSpan"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.gSpan" title="Link to this definition"></a></dt>
+<dd><p>The main gSpan function to find frequent subgraphs.
+:param graphDb: The database of graphs to mine.
+:param outputFrequentVertices: Boolean indicating whether to output single vertices as subgraphs.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getKSubgraphs">
+<span class="sig-name descname"><span class="pre">getKSubgraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getKSubgraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getKSubgraphs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getMinSupport">
+<span class="sig-name descname"><span class="pre">getMinSupport</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getMinSupport"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getMinSupport" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getQueueSize">
+<span class="sig-name descname"><span class="pre">getQueueSize</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">queue</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getQueueSize"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getQueueSize" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getRuntime" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.getSubgraphs">
+<span class="sig-name descname"><span class="pre">getSubgraphs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.getSubgraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.getSubgraphs" title="Link to this definition"></a></dt>
+<dd><p>Creates a copy of the queue’s contents without emptying the original queue.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.gspanDfs">
+<span class="sig-name descname"><span class="pre">gspanDfs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode" title="PAMI.subgraphMining.topK.DFSCode.DfsCode"><span class="pre">DfsCode</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subgraphId</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.gspanDfs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.gspanDfs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.gspanDynamicDFS">
+<span class="sig-name descname"><span class="pre">gspanDynamicDFS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphIds</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.gspanDynamicDFS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.gspanDynamicDFS" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.isCanonical">
+<span class="sig-name descname"><span class="pre">isCanonical</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#PAMI.subgraphMining.topK.DFSCode.DfsCode" title="PAMI.subgraphMining.topK.DFSCode.DfsCode"><span class="pre">DfsCode</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.isCanonical"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.isCanonical" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.readGraphs">
+<span class="sig-name descname"><span class="pre">readGraphs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.readGraphs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.readGraphs" title="Link to this definition"></a></dt>
+<dd><p>The <cite>readGraphs</cite> function reads graph data from a file and constructs a list of graphs with vertices
+and edges.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>path</strong> – This method reads the graph data from the specified file and constructs a list of graphs</p>
+</dd>
+</dl>
+<p>represented by vertices and edges
+:return: The <cite>readGraphs</cite> method returns a list of <cite>_ab.Graph</cite> objects, which represent graphs read
+from the file.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.registerAsCandidate">
+<span class="sig-name descname"><span class="pre">registerAsCandidate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">subgraph</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.registerAsCandidate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.registerAsCandidate" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.removeInfrequentVertexPairs">
+<span class="sig-name descname"><span class="pre">removeInfrequentVertexPairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.removeInfrequentVertexPairs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.removeInfrequentVertexPairs" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensions">
+<span class="sig-name descname"><span class="pre">rightMostPathExtensions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphIds</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.rightMostPathExtensions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensions" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensionsFromSingle">
+<span class="sig-name descname"><span class="pre">rightMostPathExtensionsFromSingle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">g</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.rightMostPathExtensionsFromSingle"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensionsFromSingle" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">oFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.save" title="Link to this definition"></a></dt>
+<dd><p>The <cite>save</cite> function writes subgraph information to a file in a specific format.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>oFile</strong> – The <cite>oFile</cite> parameter in the <cite>save</cite> method is the file path where the output will be</p>
+</dd>
+</dl>
+<p>saved. This method writes the subgraphs information to the specified file in a specific format</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.savePattern">
+<span class="sig-name descname"><span class="pre">savePattern</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">subgraph</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.savePattern"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.savePattern" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.startMine" title="Link to this definition"></a></dt>
+<dd><p>This Python function starts a mining process on a graph database, calculates runtime, pattern count,
+and memory usage metrics.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.startThreads">
+<span class="sig-name descname"><span class="pre">startThreads</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graphDB</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.startThreads"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.startThreads" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.tkg.TKG.subgraphIsomorphisms">
+<span class="sig-name descname"><span class="pre">subgraphIsomorphisms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">c</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">g</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/tkg.html#TKG.subgraphIsomorphisms"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.tkg.TKG.subgraphIsomorphisms" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK.vertex">
+<span id="pami-subgraphmining-topk-vertex-module"></span><h2>PAMI.subgraphMining.topK.vertex module<a class="headerlink" href="#module-PAMI.subgraphMining.topK.vertex" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.subgraphMining.topK.vertex.</span></span><span class="sig-name descname"><span class="pre">Vertex</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vLabel</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex.addEdge">
+<span class="sig-name descname"><span class="pre">addEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex.addEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex.addEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex.getEdgeList">
+<span class="sig-name descname"><span class="pre">getEdgeList</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex.getEdgeList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex.getEdgeList" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex.getId">
+<span class="sig-name descname"><span class="pre">getId</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex.getId"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex.getId" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex.getLabel">
+<span class="sig-name descname"><span class="pre">getLabel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex.getLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex.getLabel" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.subgraphMining.topK.vertex.Vertex.removeEdge">
+<span class="sig-name descname"><span class="pre">removeEdge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edgeToRemove</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/subgraphMining/topK/vertex.html#Vertex.removeEdge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.subgraphMining.topK.vertex.Vertex.removeEdge" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+<section id="module-PAMI.subgraphMining.topK">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.subgraphMining.topK" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-uncertainfaulttolerantfrequentpattern-package">
+<h1>PAMI.uncertainFaultTolerantFrequentPattern package<a class="headerlink" href="#pami-uncertainfaulttolerantfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine">
+<span id="pami-uncertainfaulttolerantfrequentpattern-vbftmine-module"></span><h2>PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine module<a class="headerlink" href="#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.</span></span><span class="sig-name descname"><span class="pre">VBFTMine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minLength</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">faultTolerance</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_faultTolerantFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>VBFTMine is one of the fundamental algorithm to discover fault tolerant frequent patterns in an uncertain transactional database based on
+bitset representation.
+This program employs apriori property (or downward closure property) to  reduce the search space effectively.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Koh, JL., Yo, PW. (2005). An Efficient Approach for Mining Fault-Tolerant Frequent Patterns Based on Bit Vector Representations.
+In: Zhou, L., Ooi, B.C., Meng, X. (eds) Database Systems for Advanced Applications. DASFAA 2005. Lecture Notes in Computer Science,
+vol 3453. Springer, Berlin, Heidelberg. <a class="reference external" href="https://doi.org/10.1007/11408079_51">https://doi.org/10.1007/11408079_51</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of uncertain Fault Tolerant FrequentFrequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of uncertain Fault Tolerant FrequentFrequent Patterns</p></li>
+<li><p><strong>minSup</strong> – float or int or str :
+The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p></li>
+<li><p><strong>itemSup</strong> – int or float :
+Frequency of an item</p></li>
+<li><p><strong>minLength</strong> – int
+minimum length of a pattern</p></li>
+<li><p><strong>faultTolerance</strong> – int :
+The ability of a pattern mining algorithm to handle errors or inconsistencies in the data without completely failing or producing incorrect results.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>startTime<span class="classifier">float</span></dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime<span class="classifier">float</span></dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>Storing the complete set of patterns in a dictionary variable</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal</strong>:<a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>VBFTMine.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;itemSup&gt;<span class="w"> </span>&lt;minLength&gt;<span class="w"> </span>&lt;faultTolerance&gt;
+
+<span class="go">Examples usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>VBFTMine.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">3</span>.0<span class="w"> </span><span class="m">3</span><span class="w"> </span><span class="m">1</span>
+
+
+<span class="go">        .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-the-importing-code">
+<h3><strong>Sample run of the importing code</strong>:<a class="headerlink" href="#sample-run-of-the-importing-code" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic.VBFTMine</span> <span class="k">as</span> <span class="nn">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">VBFTMine</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">itemSup</span><span class="p">,</span> <span class="n">minLength</span><span class="p">,</span> <span class="n">faultTolerance</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">faultTolerantFrequentPattern</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fault Tolerant Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">faultTolerantFrequentPattern</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits</strong>:<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.mine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html#VBFTMine.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.startMine" title="Link to this definition"></a></dt>
+<dd><p>Frequent pattern mining process will start from here</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.uncertainFaultTolerantFrequentPattern.abstract">
+<span id="pami-uncertainfaulttolerantfrequentpattern-abstract-module"></span><h2>PAMI.uncertainFaultTolerantFrequentPattern.abstract module<a class="headerlink" href="#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainFaultTolerantFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainFaultTolerantFrequentPattern" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-uncertainfrequentpattern-basic-package">
+<h1>PAMI.uncertainFrequentPattern.basic package<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainFrequentPattern.basic.CUFPTree">
+<span id="pami-uncertainfrequentpattern-basic-cufptree-module"></span><h2>PAMI.uncertainFrequentPattern.basic.CUFPTree module<a class="headerlink" href="#module-PAMI.uncertainFrequentPattern.basic.CUFPTree" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.uncertainFrequentPattern.basic.CUFPTree.</span></span><span class="sig-name descname"><span class="pre">CUFPTree</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>It is one of the fundamental algorithm to discover frequent patterns in a uncertain transactional database using CUFP-Tree.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Chun-Wei Lin Tzung-PeiHong, ‘new mining approach for uncertain databases using CUFP trees’,
+Expert Systems with Applications, Volume 39, Issue 4, March 2012, Pages 4084-4093, <a class="reference external" href="https://doi.org/10.1016/j.eswa.2011.09.087">https://doi.org/10.1016/j.eswa.2011.09.087</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Uncertain Frequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain frequent patterns</p></li>
+<li><p><strong>minSup</strong> – int or float or str :
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup: float or int or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-length frequent patterns from database</p>
+</dd>
+<dt>updateTransactions()</dt><dd><p>Update the transactions by removing non-frequent items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+<dt>startMine()</dt><dd><p>Mining process will start from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CUFPTree.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>CUFPTree.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">3</span>
+
+
+
+<span class="go">        .. note:: minSup  will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.uncertainFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">CUFPTree</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">CUFPTree</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span><span class="n">v</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainFrequentPattern/basic/CUFPTree.html#CUFPTree.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="pami-uncertainfrequentpattern-basic-pufgrowth-module">
+<h2>PAMI.uncertainFrequentPattern.basic.PUFGrowth module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-pufgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-uncertainfrequentpattern-basic-tufp-module">
+<h2>PAMI.uncertainFrequentPattern.basic.TUFP module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-tufp-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-uncertainfrequentpattern-basic-tubep-module">
+<h2>PAMI.uncertainFrequentPattern.basic.TubeP module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-tubep-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-uncertainfrequentpattern-basic-tubes-module">
+<h2>PAMI.uncertainFrequentPattern.basic.TubeS module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-tubes-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-uncertainfrequentpattern-basic-ufgrowth-module">
+<h2>PAMI.uncertainFrequentPattern.basic.UFGrowth module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-ufgrowth-module" title="Link to this heading"></a></h2>
+</section>
+<section id="pami-uncertainfrequentpattern-basic-uveclat-module">
+<h2>PAMI.uncertainFrequentPattern.basic.UVECLAT module<a class="headerlink" href="#pami-uncertainfrequentpattern-basic-uveclat-module" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainFrequentPattern.basic.abstract">
+<span id="pami-uncertainfrequentpattern-basic-abstract-module"></span><h2>PAMI.uncertainFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.uncertainFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-uncertainfrequentpattern-package">
+<h1>PAMI.uncertainFrequentPattern package<a class="headerlink" href="#pami-uncertainfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html">PAMI.uncertainFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.CUFPTree">PAMI.uncertainFrequentPattern.basic.CUFPTree module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree"><code class="docutils literal notranslate"><span class="pre">CUFPTree</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">CUFPTree.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">CUFPTree.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatterns"><code class="docutils literal notranslate"><span class="pre">CUFPTree.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">CUFPTree.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getRuntime"><code class="docutils literal notranslate"><span class="pre">CUFPTree.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.mine"><code class="docutils literal notranslate"><span class="pre">CUFPTree.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.printResults"><code class="docutils literal notranslate"><span class="pre">CUFPTree.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.save"><code class="docutils literal notranslate"><span class="pre">CUFPTree.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.startMine"><code class="docutils literal notranslate"><span class="pre">CUFPTree.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-pufgrowth-module">PAMI.uncertainFrequentPattern.basic.PUFGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tufp-module">PAMI.uncertainFrequentPattern.basic.TUFP module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tubep-module">PAMI.uncertainFrequentPattern.basic.TubeP module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-tubes-module">PAMI.uncertainFrequentPattern.basic.TubeS module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-ufgrowth-module">PAMI.uncertainFrequentPattern.basic.UFGrowth module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#pami-uncertainfrequentpattern-basic-uveclat-module">PAMI.uncertainFrequentPattern.basic.UVECLAT module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.abstract">PAMI.uncertainFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.uncertainFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-uncertaingeoreferencedfrequentpattern-basic-package">
+<h1>PAMI.uncertainGeoreferencedFrequentPattern.basic package<a class="headerlink" href="#pami-uncertaingeoreferencedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth">
+<span id="pami-uncertaingeoreferencedfrequentpattern-basic-gfpgrowth-module"></span><h2>PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth module<a class="headerlink" href="#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.</span></span><span class="sig-name descname"><span class="pre">GFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_frequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>GFPGrowth algorithm is used to discover geo-referenced frequent patterns in a uncertain transactional database using GFP-Tree.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Palla Likhitha,Pamalla Veena, Rage, Uday Kiran, Koji Zettsu (2023).
+“Discovering Geo-referenced Frequent Patterns in Uncertain Geo-referenced
+Transactional Databases”.  PAKDD 2023.
+<a class="reference external" href="https://doi.org/10.1007/978-3-031-33380-4_3">https://doi.org/10.1007/978-3-031-33380-4_3</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of uncertain Geo referenced Frequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain Geo referenced frequent patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup: float or int or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-length frequent patterns from database</p>
+</dd>
+<dt>updateTransactions()</dt><dd><p>Update the transactions by removing non-frequent items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+<dt>startMine()</dt><dd><p>Mining process will start from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal</strong>:<a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>GFPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;neighborFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Examples usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>GFPGrowth.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>sampleNeighbor.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">3</span>
+
+
+<span class="go">        .. note:: minSup  will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="sample-run-of-importing-the-code">
+<h3><strong>Sample run of importing the code</strong>:<a class="headerlink" href="#sample-run-of-importing-the-code" title="Link to this heading"></a></h3>
+<blockquote>
+<div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.uncertainGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">GFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">GFPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</div></blockquote>
+</section>
+<section id="credits">
+<h3><strong>Credits</strong>:<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>To print all the stats</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html#GFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract">
+<span id="pami-uncertaingeoreferencedfrequentpattern-basic-abstract-module"></span><h2>PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainGeoreferencedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainGeoreferencedFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-uncertaingeoreferencedfrequentpattern-package">
+<h1>PAMI.uncertainGeoreferencedFrequentPattern package<a class="headerlink" href="#pami-uncertaingeoreferencedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html">PAMI.uncertainGeoreferencedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth"><code class="docutils literal notranslate"><span class="pre">GFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">GFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract">PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.uncertainGeoreferencedFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainGeoreferencedFrequentPattern" title="Link to this heading"></a></h2>
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diff --git a/sphinx/_build/html/PAMI.uncertainPeriodicFrequentPattern.basic.html b/sphinx/_build/html/PAMI.uncertainPeriodicFrequentPattern.basic.html
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--- /dev/null
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-uncertainperiodicfrequentpattern-basic-package">
+<h1>PAMI.uncertainPeriodicFrequentPattern.basic package<a class="headerlink" href="#pami-uncertainperiodicfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth">
+<span id="pami-uncertainperiodicfrequentpattern-basic-upfpgrowth-module"></span><h2>PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth module<a class="headerlink" href="#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.</span></span><span class="sig-name descname"><span class="pre">UPFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Basic is  to discover periodic-frequent patterns in a uncertain temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Uday Kiran, R., Likhitha, P., Dao, MS., Zettsu, K., Zhang, J. (2021).
+Discovering Periodic-Frequent Patterns in Uncertain Temporal Databases. In:
+Mantoro, T., Lee, M., Ayu, M.A., Wong, K.W., Hidayanto, A.N. (eds) Neural Information Processing.
+ICONIP 2021. Communications in Computer and Information Science, vol 1516. Springer, Cham.
+<a class="reference external" href="https://doi.org/10.1007/978-3-030-92307-5_83">https://doi.org/10.1007/978-3-030-92307-5_83</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Uncertain Periodic Frequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain Periodic Frequent patterns</p></li>
+<li><p><strong>minSup</strong> – float:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>maxper</strong> – float :
+where maxPer represents the maximum periodicity threshold value specified by the user.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of output file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep: str</dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS: float</dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS: float</dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime: float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime: float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>_lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>PeriodicFrequentOneItem()</dt><dd><p>Extracts the one-periodic-frequent patterns from database</p>
+</dd>
+<dt>updateTransaction()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>To convert the user specified value</p>
+</dd>
+<dt>removeFalsePositives()</dt><dd><p>To remove the false positives in generated patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="executing-the-code-on-terminal">
+<h3><strong>Executing the code on terminal</strong>:<a class="headerlink" href="#executing-the-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">4</span>
+
+
+<span class="go">        .. note:: minSup and maxPer will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.uncertainPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">UPFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">UPFPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits</strong>:<a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns
+by counting the original support of a patterns.
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html#UPFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns
+by counting the original support of a patterns.
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus">
+<span id="pami-uncertainperiodicfrequentpattern-basic-upfpgrowthplus-module"></span><h2>PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus module<a class="headerlink" href="#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.</span></span><span class="sig-name descname"><span class="pre">UPFPGrowthPlus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maxPer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_periodicFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Basic Plus is  to discover periodic-frequent patterns in a uncertain temporal database.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Palla Likhitha, Rage Veena,Rage Uday Kiran, Koji Zettsu, Masashi Toyoda, Philippe Fournier-Viger, (2023).
+UPFP-growth++: An Efficient Algorithm to Find Periodic-Frequent Patterns in Uncertain Temporal Databases.
+ICONIP 2022. Communications in Computer and Information Science, vol 1792. Springer, Singapore.
+<a class="reference external" href="https://doi.org/10.1007/978-981-99-1642-9_16">https://doi.org/10.1007/978-981-99-1642-9_16</a></p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Uncertain Periodic Frequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Uncertain Periodic Frequent patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>maxper</strong> – floot :
+where maxPer represents the maximum periodicity threshold value specified by the user.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile: file</dt><dd><p>Name of the Input file or path of input file</p>
+</dd>
+<dt>oFile: file</dt><dd><p>Name of the output file or path of output file</p>
+</dd>
+<dt>minSup: int or float or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>maxPer: int or float or str</dt><dd><p>The user can specify maxPer either in count or proportion of database size.
+If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.
+Otherwise, it will be treated as float.
+Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</p>
+</dd>
+<dt>sep: str</dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS: float</dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS: float</dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime: float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime: float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database: list</dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport: Dictionary</dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno: int</dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree: class</dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount: int</dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns: dict</dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>savePatterns(oFile)</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of periodic-frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>updateDatabases()</dt><dd><p>Update the database by removing aperiodic items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+<dt>PeriodicFrequentOneItems()</dt><dd><p>To extract the one-length periodic-frequent items</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="id1">
+<h3><strong>Executing the code on terminal</strong>:<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>UPFPGrowthPlus.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;maxPer&gt;
+
+<span class="go">Examples Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>UPFPGrowthPlus.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="m">4</span>
+
+
+<span class="go">        .. note:: minSup and maxPer will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="id2">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.uncertainPeriodicFrequentPattern</span> <span class="kn">import</span> <span class="n">UPFPGrowthPlus</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">UPFPGrowthPlus</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">periodicFrequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of uncertain Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id3">
+<h3><strong>Credits</strong>:<a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function.
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.mine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#UPFPGrowthPlus.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.startMine" title="Link to this definition"></a></dt>
+<dd><p>Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.printTree">
+<span class="sig-prename descclassname"><span class="pre">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.</span></span><span class="sig-name descname"><span class="pre">printTree</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">root</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html#printTree"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.printTree" title="Link to this definition"></a></dt>
+<dd><p>To print the tree with nodes with item name, probability, timestamps, and second probability respectively.</p>
+<p>Attributes:</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>root</strong> – Node</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>print all Tree with nodes with items, probability, parent item, timestamps, second probability respectively.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract">
+<span id="pami-uncertainperiodicfrequentpattern-basic-abstract-module"></span><h2>PAMI.uncertainPeriodicFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.uncertainPeriodicFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainPeriodicFrequentPattern.basic" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+             
+  <section id="pami-uncertainperiodicfrequentpattern-package">
+<h1>PAMI.uncertainPeriodicFrequentPattern package<a class="headerlink" href="#pami-uncertainperiodicfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html">PAMI.uncertainPeriodicFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">UPFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatterns"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getRuntime"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.mine"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.printResults"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.save"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.startMine"><code class="docutils literal notranslate"><span class="pre">UPFPGrowthPlus.startMine()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.printTree"><code class="docutils literal notranslate"><span class="pre">printTree()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract">PAMI.uncertainPeriodicFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.uncertainPeriodicFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.uncertainPeriodicFrequentPattern" title="Link to this heading"></a></h2>
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+  <section id="pami-weightedfrequentneighbourhoodpattern-basic-package">
+<h1>PAMI.weightedFrequentNeighbourhoodPattern.basic package<a class="headerlink" href="#pami-weightedfrequentneighbourhoodpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth">
+<span id="pami-weightedfrequentneighbourhoodpattern-basic-swfpgrowth-module"></span><h2>PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth module<a class="headerlink" href="#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.</span></span><span class="sig-name descname"><span class="pre">SWFPGrowth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minWS</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_weightedFrequentSpatialPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>SWFPGrowth is an algorithm to mine the weighted spatial frequent patterns in spatiotemporal databases.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>R. Uday Kiran, P. P. C. Reddy, K. Zettsu, M. Toyoda, M. Kitsuregawa and P. Krishna Reddy,
+“Discovering Spatial Weighted Frequent Itemsets in Spatiotemporal Databases,” 2019 International
+Conference on Data Mining Workshops (ICDMW), 2019, pp. 987-996, doi: 10.1109/ICDMW.2019.00143.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of weighted Frequent Neighbourhood Patterns.</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of weighted Frequent Neighbourhood Patterns.</p></li>
+<li><p><strong>minSup</strong> – int or str or float:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>maxper</strong> – floot :
+where maxPer represents the maximum periodicity threshold value specified by the user.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>minWS: float or int or str</dt><dd><p>The user can specify minWS either in count or proportion of database size.
+If the program detects the data type of minWS is integer, then it treats minWS is expressed in count.
+Otherwise, it will be treated as float.
+Example: minWS=10 will be treated as integer, while minWS=10.0 will be treated as float</p>
+</dd>
+<dt>minWeight: float or int or str</dt><dd><p>The user can specify minWeight either in count or proportion of database size.
+If the program detects the data type of minWeight is integer, then it treats minWeight is expressed in count.
+Otherwise, it will be treated as float.
+Example: minWeight=10 will be treated as integer, while minWeight=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p>:Methods :</p>
+<blockquote>
+<div><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</div></blockquote>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SWFPGrowth.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;weightFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;minWeight&gt;
+
+<span class="go">Example usage :</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>SWFPGrowth.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>weightFile.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span><span class="w">  </span><span class="m">2</span>
+
+
+<span class="go">        .. note:: minSup will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.weightFrequentNeighbourhoodPattern.basic</span> <span class="kn">import</span> <span class="n">SWFPGrowth</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">SWFPGrowth</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minWeight</span><span class="p">,</span> <span class="n">seperator</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getmemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return : None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html#SWFPGrowth.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return : None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract">
+<span id="pami-weightedfrequentneighbourhoodpattern-basic-abstract-module"></span><h2>PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentNeighbourhoodPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentNeighbourhoodPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
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+  <section id="pami-weightedfrequentneighbourhoodpattern-package">
+<h1>PAMI.weightedFrequentNeighbourhoodPattern package<a class="headerlink" href="#pami-weightedfrequentneighbourhoodpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html">PAMI.weightedFrequentNeighbourhoodPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatterns"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getRuntime"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.mine"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.printResults"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.save"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.startMine"><code class="docutils literal notranslate"><span class="pre">SWFPGrowth.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract">PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic">Module contents</a></li>
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+<section id="module-PAMI.weightedFrequentNeighbourhoodPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentNeighbourhoodPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-weightedfrequentpattern-basic-package">
+<h1>PAMI.weightedFrequentPattern.basic package<a class="headerlink" href="#pami-weightedfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentPattern.basic.WFIM">
+<span id="pami-weightedfrequentpattern-basic-wfim-module"></span><h2>PAMI.weightedFrequentPattern.basic.WFIM module<a class="headerlink" href="#module-PAMI.weightedFrequentPattern.basic.WFIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.weightedFrequentPattern.basic.WFIM.</span></span><span class="sig-name descname"><span class="pre">WFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minSup</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minWeight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_weightedFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p>WFMiner is one of the fundamental algorithm to discover weighted frequent patterns in a transactional database.</p></li>
+<li><p>It stores the database in compressed fp-tree decreasing the memory usage and extracts the patterns from tree.It employs employs downward closure property to  reduce the search space effectively.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="simple">
+<dt>:Reference :</dt><dd><p>U. Yun and J. J. Leggett, “Wfim: weighted frequent itemset mining with a weight range and a minimum weight,”
+in Proceedings of the 2005 SIAM International Conference on Data Mining. SIAM, 2005, pp. 636–640.
+<a class="reference external" href="https://epubs.siam.org/doi/pdf/10.1137/1.9781611972757.76">https://epubs.siam.org/doi/pdf/10.1137/1.9781611972757.76</a></p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of weighted Frequent Patterns.</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of weighted Frequent Patterns.</p></li>
+<li><p><strong>minSup</strong> – str or int or float:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+</ul>
+</dd>
+</dl>
+<p>:Attributes :</p>
+<blockquote>
+<div><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>minSup: float or int or str</dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>minWeight: float or int or str</dt><dd><p>The user can specify minWeight either in count or proportion of database size.
+If the program detects the data type of minWeight is integer, then it treats minWeight is expressed in count.
+Otherwise, it will be treated as float.
+Example: minWeight=10 will be treated as integer, while minWeight=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</div></blockquote>
+<p>:Methods :</p>
+<blockquote>
+<div><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</div></blockquote>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;weightFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;<span class="w"> </span>&lt;minWeight&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>weightSample.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span>.0<span class="w"> </span><span class="m">3</span>.4
+
+
+<span class="go">        .. note:: minSup and maxPer will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.weightFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">basic</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">basic</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minWeight</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">frequentPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getmemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentPattern.basic.WFIM.WFIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentPattern/basic/WFIM.html#WFIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.weightedFrequentPattern.basic.abstract">
+<span id="pami-weightedfrequentpattern-basic-abstract-module"></span><h2>PAMI.weightedFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.weightedFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.weightedFrequentPattern.html" class="btn btn-neutral float-left" title="PAMI.weightedFrequentPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="PAMI.weightedFrequentRegularPattern.html" class="btn btn-neutral float-right" title="PAMI.weightedFrequentRegularPattern package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">PAMI</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-weightedfrequentpattern-package">
+<h1>PAMI.weightedFrequentPattern package<a class="headerlink" href="#pami-weightedfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html">PAMI.weightedFrequentPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.WFIM">PAMI.weightedFrequentPattern.basic.WFIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM"><code class="docutils literal notranslate"><span class="pre">WFIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">WFIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">WFIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">WFIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">WFIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">WFIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.mine"><code class="docutils literal notranslate"><span class="pre">WFIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.printResults"><code class="docutils literal notranslate"><span class="pre">WFIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.save"><code class="docutils literal notranslate"><span class="pre">WFIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.startMine"><code class="docutils literal notranslate"><span class="pre">WFIM.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.abstract">PAMI.weightedFrequentPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.weightedFrequentPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentPattern" title="Link to this heading"></a></h2>
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+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
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+  <section id="pami-weightedfrequentregularpattern-basic-package">
+<h1>PAMI.weightedFrequentRegularPattern.basic package<a class="headerlink" href="#pami-weightedfrequentregularpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner">
+<span id="pami-weightedfrequentregularpattern-basic-wfriminer-module"></span><h2>PAMI.weightedFrequentRegularPattern.basic.WFRIMiner module<a class="headerlink" href="#module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.</span></span><span class="sig-name descname"><span class="pre">WFRIMiner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_wFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">WS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regularity</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_weightedFrequentRegularPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>WFRIMiner is one of the fundamental algorithm to discover weighted frequent regular patterns in a transactional database.
+* It stores the database in compressed WFRI-tree decreasing the memory usage and extracts the patterns from tree.It employs downward closure property to  reduce the search space effectively.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>K. Klangwisan and K. Amphawan, “Mining weighted-frequent-regular itemsets from transactional database,”
+2017 9th International Conference on Knowledge and Smart Technology (KST), 2017, pp. 66-71,
+doi: 10.1109/KST.2017.7886090.</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Weighted Frequent Regular Patterns.</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Weighted Frequent Regular Patterns.</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>wFile</strong> – str :
+This is a weighted file.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Input file name or path of the input file</p>
+</dd>
+<dt>WS: float or int or str</dt><dd><p>The user can specify WS either in count or proportion of database size.
+If the program detects the data type of WS is integer, then it treats WS is expressed in count.
+Otherwise, it will be treated as float.
+Example: WS=10 will be treated as integer, while WS=10.0 will be treated as float</p>
+</dd>
+<dt>regularity: float or int or str</dt><dd><p>The user can specify regularity either in count or proportion of database size.
+If the program detects the data type of regularity is integer, then it treats regularity is expressed in count.
+Otherwise, it will be treated as float.
+Example: regularity=10 will be treated as integer, while regularity=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default separator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or the path of the output file</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>it represents the total no of transactions</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>it represents the Tree class</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>it represents to store the patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets()</dt><dd><p>Scans the dataset or dataframes and stores in list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-frequent patterns from transactions</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>WFRIMiner.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;weightSupport&gt;<span class="w"> </span>&lt;regularity&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>WFRIMiner.py<span class="w"> </span>sampleDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">10</span><span class="w"> </span><span class="m">5</span>
+
+
+<span class="go">        .. note:: WS &amp; regularity will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.weightedFrequentRegularpattern.basic</span> <span class="kn">import</span> <span class="n">WFRIMiner</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">WFRIMiner</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">WS</span><span class="p">,</span> <span class="n">regularity</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">weightedFrequentRegularPatterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">weightedFrequentRegularPatterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternInDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="credits">
+<h3><strong>Credits:</strong><a class="headerlink" href="#credits" title="Link to this heading"></a></h3>
+<blockquote>
+<div><p>The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</p>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning RSS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning USS memory consumed by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning frequent patterns in a dataframe</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>pd.DataFrame</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>returning total amount of runtime taken by the mining process</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.mine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html#WFRIMiner.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.startMine" title="Link to this definition"></a></dt>
+<dd><p>main program to start the operation
+:return: None</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.weightedFrequentRegularPattern.basic.abstract">
+<span id="pami-weightedfrequentregularpattern-basic-abstract-module"></span><h2>PAMI.weightedFrequentRegularPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.weightedFrequentRegularPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedFrequentRegularPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentRegularPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="PAMI.weightedFrequentRegularPattern.html" class="btn btn-neutral float-left" title="PAMI.weightedFrequentRegularPattern package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+
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+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4 current"><a class="current reference internal" href="#">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-weightedfrequentregularpattern-package">
+<h1>PAMI.weightedFrequentRegularPattern package<a class="headerlink" href="#pami-weightedfrequentregularpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html">PAMI.weightedFrequentRegularPattern.basic package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner"><code class="docutils literal notranslate"><span class="pre">WFRIMiner</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatterns"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getRuntime"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.mine"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.printResults"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.save"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.startMine"><code class="docutils literal notranslate"><span class="pre">WFRIMiner.startMine()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.abstract">PAMI.weightedFrequentRegularPattern.basic.abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-PAMI.weightedFrequentRegularPattern">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedFrequentRegularPattern" title="Link to this heading"></a></h2>
+</section>
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+<li class="toctree-l2 current"><a class="reference internal" href="PAMI.html">PAMI package</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a></li>
+<li class="toctree-l4 current"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a></li>
+</ul>
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+  <section id="pami-weighteduncertainfrequentpattern-basic-package">
+<h1>PAMI.weightedUncertainFrequentPattern.basic package<a class="headerlink" href="#pami-weighteduncertainfrequentpattern-basic-package" title="Link to this heading"></a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM">
+<span id="pami-weighteduncertainfrequentpattern-basic-wufim-module"></span><h2>PAMI.weightedUncertainFrequentPattern.basic.WUFIM module<a class="headerlink" href="#module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">PAMI.weightedUncertainFrequentPattern.basic.WUFIM.</span></span><span class="sig-name descname"><span class="pre">WUFIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wFile</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expWSup</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\t'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_weightedFrequentPatterns</span></code></p>
+<dl class="field-list simple">
+<dt class="field-odd">Description<span class="colon">:</span></dt>
+<dd class="field-odd"><p>It is one of the algorithm to discover weighted frequent patterns in a uncertain transactional database using PUF-Tree.</p>
+</dd>
+<dt class="field-even">Reference<span class="colon">:</span></dt>
+<dd class="field-even"><p>Efficient Mining of Weighted Frequent Itemsets in Uncertain Databases, In book: Machine Learning and Data Mining in Pattern Recognition Chun-Wei Jerry Lin, Wensheng Gan, Philippe Fournier Viger, Tzung-Pei Hong</p>
+</dd>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iFile</strong> – str :
+Name of the Input file to mine complete set of Weighted Uncertain Periodic Frequent Patterns</p></li>
+<li><p><strong>oFile</strong> – str :
+Name of the output file to store complete set of Weighted  Uncertain Periodic Frequent Patterns</p></li>
+<li><p><strong>minSup</strong> – str:
+minimum support thresholds were tuned to find the appropriate ranges in the limited memory</p></li>
+<li><p><strong>sep</strong> – str :
+This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</p></li>
+<li><p><strong>wFile</strong> – str :
+This is a weighted file.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Attributes<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>iFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>wFile<span class="classifier">file</span></dt><dd><p>Name of the Input file or path of the input file</p>
+</dd>
+<dt>oFile<span class="classifier">file</span></dt><dd><p>Name of the output file or path of the output file</p>
+</dd>
+<dt>minSup<span class="classifier">float or int or str</span></dt><dd><p>The user can specify minSup either in count or proportion of database size.
+If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.
+Otherwise, it will be treated as float.
+Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</p>
+</dd>
+<dt>sep<span class="classifier">str</span></dt><dd><p>This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or         .
+However, the users can override their default separator.</p>
+</dd>
+<dt>memoryUSS<span class="classifier">float</span></dt><dd><p>To store the total amount of USS memory consumed by the program</p>
+</dd>
+<dt>memoryRSS<span class="classifier">float</span></dt><dd><p>To store the total amount of RSS memory consumed by the program</p>
+</dd>
+<dt>startTime:float</dt><dd><p>To record the start time of the mining process</p>
+</dd>
+<dt>endTime:float</dt><dd><p>To record the completion time of the mining process</p>
+</dd>
+<dt>Database<span class="classifier">list</span></dt><dd><p>To store the transactions of a database in list</p>
+</dd>
+<dt>mapSupport<span class="classifier">Dictionary</span></dt><dd><p>To maintain the information of item and their frequency</p>
+</dd>
+<dt>lno<span class="classifier">int</span></dt><dd><p>To represent the total no of transaction</p>
+</dd>
+<dt>tree<span class="classifier">class</span></dt><dd><p>To represents the Tree class</p>
+</dd>
+<dt>itemSetCount<span class="classifier">int</span></dt><dd><p>To represents the total no of patterns</p>
+</dd>
+<dt>finalPatterns<span class="classifier">dict</span></dt><dd><p>To store the complete patterns</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-odd">Methods<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt>startMine()</dt><dd><p>Mining process will start from here</p>
+</dd>
+<dt>getPatterns()</dt><dd><p>Complete set of patterns will be retrieved with this function</p>
+</dd>
+<dt>save(oFile)</dt><dd><p>Complete set of frequent patterns will be loaded in to a output file</p>
+</dd>
+<dt>getPatternsAsDataFrame()</dt><dd><p>Complete set of frequent patterns will be loaded in to a dataframe</p>
+</dd>
+<dt>getMemoryUSS()</dt><dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getMemoryRSS()</dt><dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function</p>
+</dd>
+<dt>getRuntime()</dt><dd><p>Total amount of runtime taken by the mining process will be retrieved from this function</p>
+</dd>
+<dt>creatingItemSets(fileName)</dt><dd><p>Scans the dataset and stores in a list format</p>
+</dd>
+<dt>frequentOneItem()</dt><dd><p>Extracts the one-length frequent patterns from database</p>
+</dd>
+<dt>updateTransactions()</dt><dd><p>Update the transactions by removing non-frequent items and sort the Database by item decreased support</p>
+</dd>
+<dt>buildTree()</dt><dd><p>After updating the Database, remaining items will be added into the tree by setting root node as null</p>
+</dd>
+<dt>convert()</dt><dd><p>to convert the user specified value</p>
+</dd>
+<dt>startMine()</dt><dd><p>Mining process will start from this function</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<section id="methods-to-execute-code-on-terminal">
+<h3><strong>Methods to execute code on terminal</strong><a class="headerlink" href="#methods-to-execute-code-on-terminal" title="Link to this heading"></a></h3>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">Format:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>&lt;inputFile&gt;<span class="w"> </span>&lt;outputFile&gt;<span class="w"> </span>&lt;minSup&gt;
+
+<span class="go">Example Usage:</span>
+
+<span class="gp gp-VirtualEnv">(.venv)</span> <span class="gp">$ </span>python3<span class="w"> </span>basic.py<span class="w"> </span>sampleTDB.txt<span class="w"> </span>patterns.txt<span class="w"> </span><span class="m">3</span>
+
+
+<span class="go">        .. note:: minSup  will be considered in support count or frequency</span>
+</pre></div>
+</div>
+</section>
+<section id="importing-this-algorithm-into-a-python-program">
+<h3><strong>Importing this algorithm into a python program</strong><a class="headerlink" href="#importing-this-algorithm-into-a-python-program" title="Link to this heading"></a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">PAMI.weightedUncertainFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">basic</span> <span class="k">as</span> <span class="n">alg</span>
+
+<span class="n">obj</span> <span class="o">=</span> <span class="n">alg</span><span class="o">.</span><span class="n">basic</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">expSup</span><span class="p">,</span> <span class="n">expWSup</span><span class="p">)</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+
+<span class="n">Patterns</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Patterns</span><span class="p">))</span>
+
+<span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">oFile</span><span class="p">)</span>
+
+<span class="n">Df</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">()</span>
+
+<span class="n">memUSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+
+<span class="n">memRSS</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+
+<span class="n">run</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryRSS">
+<span class="sig-name descname"><span class="pre">getMemoryRSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.getMemoryRSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryRSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of RSS memory consumed by the mining process will be retrieved from this function
+:return: returning RSS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryUSS">
+<span class="sig-name descname"><span class="pre">getMemoryUSS</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.getMemoryUSS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryUSS" title="Link to this definition"></a></dt>
+<dd><p>Total amount of USS memory consumed by the mining process will be retrieved from this function
+:return: returning USS memory consumed by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatterns">
+<span class="sig-name descname"><span class="pre">getPatterns</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.getPatterns"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatterns" title="Link to this definition"></a></dt>
+<dd><p>Function to send the set of frequent patterns after completion of the mining process
+:return: returning frequent patterns
+:rtype: dict</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatternsAsDataFrame">
+<span class="sig-name descname"><span class="pre">getPatternsAsDataFrame</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.getPatternsAsDataFrame"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatternsAsDataFrame" title="Link to this definition"></a></dt>
+<dd><p>Storing final frequent patterns in a dataframe
+:return: returning frequent patterns in a dataframe
+:rtype: pd.DataFrame</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getRuntime">
+<span class="sig-name descname"><span class="pre">getRuntime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.getRuntime"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getRuntime" title="Link to this definition"></a></dt>
+<dd><p>Calculating the total amount of runtime taken by the mining process
+:return: returning total amount of runtime taken by the mining process
+:rtype: float</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.mine">
+<span class="sig-name descname"><span class="pre">mine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.mine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.mine" title="Link to this definition"></a></dt>
+<dd><p>mine() method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patternS</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.printResults">
+<span class="sig-name descname"><span class="pre">printResults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.printResults"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.printResults" title="Link to this definition"></a></dt>
+<dd><p>This function is used to print the results
+:return: None</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">outFile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.save" title="Link to this definition"></a></dt>
+<dd><p>Complete set of frequent patterns will be loaded in to an output file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>outFile</strong> (<em>csv file</em>) – Specify name of the output file</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.startMine">
+<span class="sig-name descname"><span class="pre">startMine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html#WUFIM.startMine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.startMine" title="Link to this definition"></a></dt>
+<dd><p>startMine() method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+</section>
+<section id="module-PAMI.weightedUncertainFrequentPattern.basic.abstract">
+<span id="pami-weighteduncertainfrequentpattern-basic-abstract-module"></span><h2>PAMI.weightedUncertainFrequentPattern.basic.abstract module<a class="headerlink" href="#module-PAMI.weightedUncertainFrequentPattern.basic.abstract" title="Link to this heading"></a></h2>
+</section>
+<section id="module-PAMI.weightedUncertainFrequentPattern.basic">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-PAMI.weightedUncertainFrequentPattern.basic" title="Link to this heading"></a></h2>
+</section>
+</section>
+
+
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+  <section id="pami-weighteduncertainfrequentpattern-package">
+<h1>PAMI.weightedUncertainFrequentPattern package<a class="headerlink" href="#pami-weighteduncertainfrequentpattern-package" title="Link to this heading"></a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2>
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+<li class="toctree-l1"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html">PAMI.weightedUncertainFrequentPattern.basic package</a><ul>
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+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM">PAMI.weightedUncertainFrequentPattern.basic.WUFIM module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM"><code class="docutils literal notranslate"><span class="pre">WUFIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryRSS"><code class="docutils literal notranslate"><span class="pre">WUFIM.getMemoryRSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryUSS"><code class="docutils literal notranslate"><span class="pre">WUFIM.getMemoryUSS()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatterns"><code class="docutils literal notranslate"><span class="pre">WUFIM.getPatterns()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatternsAsDataFrame"><code class="docutils literal notranslate"><span class="pre">WUFIM.getPatternsAsDataFrame()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getRuntime"><code class="docutils literal notranslate"><span class="pre">WUFIM.getRuntime()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.mine"><code class="docutils literal notranslate"><span class="pre">WUFIM.mine()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.printResults"><code class="docutils literal notranslate"><span class="pre">WUFIM.printResults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.save"><code class="docutils literal notranslate"><span class="pre">WUFIM.save()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.startMine"><code class="docutils literal notranslate"><span class="pre">WUFIM.startMine()</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.abstract">PAMI.weightedUncertainFrequentPattern.basic.abstract module</a></li>
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+  <h1>Source code for PAMI.AssociationRules.basic.ARWithConfidence</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This code uses &quot;confidence&quot; metric to extract the association rules from given frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.AssociationRules.basic import ARWithConfidence as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ARWithConfidence(iFile, minConf)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             associationRules = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+
+<span class="k">class</span> <span class="nc">_Confidence</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :param  patterns: Dictionary containing patterns and its support value.</span>
+<span class="sd">    :type patterns: dict</span>
+<span class="sd">    :param  singleItems: List containing all the single frequent items.</span>
+<span class="sd">    :type singleItems: list</span>
+<span class="sd">    :param  minConf: Minimum confidence to mine all the satisfying association rules.</span>
+<span class="sd">    :type minConf: int</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">minConf</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param patterns: given frequent patterns</span>
+<span class="sd">        :type patterns: dict</span>
+<span class="sd">        :param singleItems: one-length frequent patterns</span>
+<span class="sd">        :type singleItems: list</span>
+<span class="sd">        :param minConf: minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithConfidence</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithConfidence</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="c1"># self._generation(prefix+ &#39; &#39; +suffix[i], suffix[i+1:])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_generateWithConfidence</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conf_lhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">conf_rhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">conf_lhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_lhs</span>
+        <span class="k">if</span> <span class="n">conf_rhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_rhs</span>
+
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithConfidence</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="ARWithConfidence">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence">[docs]</a>
+<span class="k">class</span> <span class="nc">ARWithConfidence</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: Association Rules are derived from frequent patterns using &quot;confidence&quot; metric.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of association rules</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of association rules</span>
+<span class="sd">    :param  minConf: float :</span>
+<span class="sd">                   The user can specify the minConf in float between the range of 0 to 1.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">        </span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithConfidence.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithConfidence.py sampleDB.txt patterns.txt 0.5 &#39; &#39;</span>
+
+<span class="sd">    .. note:: minConf can be specified in a value between 0 and 1.</span>
+<span class="sd">    </span>
+<span class="sd">    </span>
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.AssociationRules.basic import ARWithConfidence as alg</span>
+
+<span class="sd">            obj = alg.ARWithConfidence(iFile, minConf)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            associationRules = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">            The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_Sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: input file name or path</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param minConf: minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :param sep: Delimiter of input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_readPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reading the input file and storing all the frequent patterns and their support respectively in a frequentPatterns variable.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">pattern</span><span class="p">,</span> <span class="n">sup</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;pattern&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;pattern&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;support&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;support&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)):</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pattern</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPattern</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">k</span><span class="p">:</span>
+                                    <span class="n">k</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">k</span>
+
+<div class="viewcode-block" id="ARWithConfidence.startMine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+
+<div class="viewcode-block" id="ARWithConfidence.mine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_readPatterns</span><span class="p">()</span>
+        <span class="n">a</span> <span class="o">=</span> <span class="n">_Confidence</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">)</span>
+        <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Association rules successfully  generated from frequent patterns &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.save">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ARWithConfidence.printResults">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the result after completion of the mining process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithConfidence</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithConfidence</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/AssociationRules/basic/ARWithLeverage.html b/sphinx/_build/html/_modules/PAMI/AssociationRules/basic/ARWithLeverage.html
new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.AssociationRules.basic.ARWithLeverage</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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+             
+  <h1>Source code for PAMI.AssociationRules.basic.ARWithLeverage</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This code uses &quot;leverage&quot; metric to extract the association rules from given frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.AssociationRules.basic import ARWithLeverage as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ARWithLeverage(iFile, minConf)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             associationRules = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Leverage</span><span class="p">:</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :param patterns: Dictionary containing patterns and its support value.</span>
+<span class="sd">    :type patterns: dict</span>
+<span class="sd">    :param  singleItems: List containing all the single frequent items.</span>
+<span class="sd">    :type singleItems: list</span>
+<span class="sd">    :param  minConf: Minimum confidence to mine all the satisfying association rules.</span>
+<span class="sd">    :type minConf: int</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param patterns: given frequent patterns</span>
+<span class="sd">        :type patterns: dict</span>
+<span class="sd">        :param singleItems: one-length frequent patterns</span>
+<span class="sd">        :type singleItems: list</span>
+<span class="sd">        :param minConf: minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_generateWithLeverage</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        :return: the association rule</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conf_lhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">conf_rhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="n">lift_lhs</span> <span class="o">=</span> <span class="n">conf_lhs</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">right_rhs</span> <span class="o">=</span> <span class="n">conf_rhs</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">lift_lhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_lhs</span>
+        <span class="k">if</span> <span class="n">right_rhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_rhs</span>
+
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="ARWithLeverage">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage">[docs]</a>
+<span class="k">class</span> <span class="nc">ARWithLeverage</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: Association Rules are derived from frequent patterns using &quot;leverage&quot; metric.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of association rules</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of association rules</span>
+<span class="sd">    :param  minConf: float :</span>
+<span class="sd">                   The user can specify the minConf in float between the range of 0 to 1.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">        </span>
+<span class="sd">        </span>
+<span class="sd">    :Attributes:</span>
+
+
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithLeverage.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithLeverage.py sampleDB.txt patterns.txt 10.0 &#39; &#39;</span>
+
+<span class="sd">    .. note:: minConf can be specified in a value between 0 and 1.</span>
+
+<span class="sd">    </span>
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.AssociationRules.basic import ARWithLeverage as alg</span>
+
+<span class="sd">            obj = alg.ARWithLeverage(iFile, minConf)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            associationRules = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">            </span>
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: input file name or path</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param minConf: The user can specify the minConf in float between the range of 0 to 1.</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :param sep: This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_readPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To read patterns  of leverage</span>
+
+<span class="sd">        :return: List of patterns</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">pattern</span><span class="p">,</span> <span class="n">sup</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;pattern&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;pattern&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;support&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;support&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)):</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pattern</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPattern</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">k</span><span class="p">:</span>
+                                    <span class="n">k</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">k</span>
+
+<div class="viewcode-block" id="ARWithLeverage.startMine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.mine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_readPatterns</span><span class="p">()</span>
+        <span class="n">a</span> <span class="o">=</span> <span class="n">_Leverage</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">)</span>
+        <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Association rules successfully  generated from frequent patterns &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.save">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ARWithLeverage.printResults">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the result after completion of the mining process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithLeverage</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithLeverage</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/AssociationRules/basic/ARWithLift.html b/sphinx/_build/html/_modules/PAMI/AssociationRules/basic/ARWithLift.html
new file mode 100644
index 000000000..22abab83b
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+++ b/sphinx/_build/html/_modules/PAMI/AssociationRules/basic/ARWithLift.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.AssociationRules.basic.ARWithLift</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.AssociationRules.basic.ARWithLift</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This code uses &quot;lift&quot; metric to extract the association rules from given frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.AssociationRules.basic import ARWithLift as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ARWithLift(iFile, minConf)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             associationRules = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="Lift">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift">[docs]</a>
+<span class="k">class</span> <span class="nc">Lift</span><span class="p">:</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :param  patterns: Dictionary containing patterns and its support value.</span>
+<span class="sd">    :type  patterns: dict</span>
+<span class="sd">    :param  singleItems: List containing all the single frequent items.</span>
+<span class="sd">    :type  singleItems: list</span>
+<span class="sd">    :param  minConf: Minimum confidence to mine all the satisfying association rules.</span>
+<span class="sd">    :type  minConf: int</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param patterns: given frequent patterns</span>
+<span class="sd">        :type patterns: dict</span>
+<span class="sd">        :param singleItems: one-length frequent patterns</span>
+<span class="sd">        :type singleItems: list</span>
+<span class="sd">        :param minConf: minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="c1"># self._generation(prefix+ &#39; &#39; +suffix[i], suffix[i+1:])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_generateWithLift</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">)</span>  <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        :return: the association rule</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conf_lhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">conf_rhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="n">lift_lhs</span> <span class="o">=</span> <span class="n">conf_lhs</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">right_rhs</span> <span class="o">=</span> <span class="n">conf_rhs</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">lift_lhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_lhs</span>
+        <span class="k">if</span> <span class="n">right_rhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf_rhs</span>
+
+<div class="viewcode-block" id="Lift.run">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="ARWithLift">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift">[docs]</a>
+<span class="k">class</span> <span class="nc">ARWithLift</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: Association Rules are derived from frequent patterns using &quot;lift&quot; metric.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of association rules</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of association rules</span>
+<span class="sd">    :param  minConf: float :</span>
+<span class="sd">                   The user can specify the minConf in float between the range of 0 to 1.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">        </span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithLift.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ARWithLift.py sampleDB.txt patterns.txt 0.5 &#39; &#39;</span>
+
+<span class="sd">    .. note:: minConf can be specified in a value between 0 and 1.</span>
+<span class="sd">    </span>
+<span class="sd">    </span>
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.AssociationRules.basic import ARWithLift as alg</span>
+
+<span class="sd">            obj = alg.ARWithLift(iFile, minConf)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            associationRules = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">            </span>
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: input file name or path</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param minConf: minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :param sep: Delimiter of input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span> <span class="o">=</span> <span class="n">minConf</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_readPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reading the input file and storing all the frequent patterns and their support respectively in a frequentPatterns variable.</span>
+
+<span class="sd">        :return: list of frequent patterns and their support respectively in a frequentPatterns</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">pattern</span><span class="p">,</span> <span class="n">sup</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;pattern&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;pattern&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;support&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;support&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)):</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pattern</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPattern</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">k</span><span class="p">:</span>
+                                    <span class="n">k</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">k</span>
+
+<div class="viewcode-block" id="ARWithLift.startMine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.mine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_readPatterns</span><span class="p">()</span>
+        <span class="n">a</span> <span class="o">=</span> <span class="n">Lift</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minConf</span><span class="p">)</span>
+        <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Association rules successfully  generated from frequent patterns &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.save">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ARWithLift.printResults">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the result after completion of the mining process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithLift</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ARWithLift</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.AssociationRules.basic.RuleMiner</li>
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+             
+  <h1>Source code for PAMI.AssociationRules.basic.RuleMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># RuleMiner code is used to extract the association rules from given frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.AssociationRules.basic import RuleMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.RuleMiner(iFile, measure, o.5, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             associationRules = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.AssociationRules.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="Confidence">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence">[docs]</a>
+<span class="k">class</span> <span class="nc">Confidence</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Association Rules are derived from frequent patterns using &quot;confidence&quot; metric.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">threshold</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generaeWithConfidence</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generaeWithConfidence</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="c1">#self._generation(prefix+ &#39; &#39; +suffix[i], suffix[i+1:]) </span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+            
+    <span class="k">def</span> <span class="nf">_generaeWithConfidence</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conflhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">confrhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">conflhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conflhs</span>
+        <span class="k">if</span> <span class="n">confrhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">confrhs</span>
+            
+<div class="viewcode-block" id="Confidence.run">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generaeWithConfidence</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span></div>
+</div>
+
+    
+    
+    
+<div class="viewcode-block" id="Lift">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift">[docs]</a>
+<span class="k">class</span> <span class="nc">Lift</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Association Rules are derived from frequent patterns using &quot;lift&quot; metric.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">threshold</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param patterns: given frequent patterns</span>
+<span class="sd">        :type patterns: dict</span>
+<span class="sd">        :param singleItems: one-length frequent patterns</span>
+<span class="sd">        :type singleItems: list</span>
+<span class="sd">        :param threshold: threshold for lifting rules</span>
+<span class="sd">        :type threshold: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="c1">#self._generation(prefix+ &#39; &#39; +suffix[i], suffix[i+1:]) </span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+            
+    <span class="k">def</span> <span class="nf">_generateWithLift</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conflhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">confrhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="n">liftlhs</span> <span class="o">=</span> <span class="n">conflhs</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">rightrhs</span> <span class="o">=</span> <span class="n">confrhs</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">liftlhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conflhs</span>
+        <span class="k">if</span> <span class="n">rightrhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">confrhs</span>
+            
+<div class="viewcode-block" id="Lift.run">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLift</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span></div>
+</div>
+
+    
+    
+    
+<div class="viewcode-block" id="Leverage">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage">[docs]</a>
+<span class="k">class</span> <span class="nc">Leverage</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Association Rules are derived from frequent patterns using &quot;leverage&quot; metric.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">singleItems</span><span class="p">,</span> <span class="n">threshold</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param patterns: given frequent patterns</span>
+<span class="sd">        :type patterns: dict</span>
+<span class="sd">        :param singleItems: one-length frequent patterns</span>
+<span class="sd">        :type singleItems: list</span>
+<span class="sd">        :param threshold: threshold for lifting rules</span>
+<span class="sd">        :type threshold: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="n">patterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span> <span class="o">=</span> <span class="n">singleItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        
+    <span class="k">def</span> <span class="nf">_generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+
+<span class="sd">        :param prefix: the prefix of association rule.</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param suffix: the suffix of association rule.</span>
+<span class="sd">        :type suffix: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+            <span class="n">suffix1</span> <span class="o">=</span> <span class="n">suffix</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix1</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">suffix</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">suffix</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">suffix</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix1</span><span class="p">,</span> <span class="n">suffix1</span><span class="p">)</span>
+            
+    <span class="k">def</span> <span class="nf">_generateWithLeverage</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find association rules satisfying user-specified minConf</span>
+
+<span class="sd">        :param lhs: the prefix of association rule.</span>
+<span class="sd">        :type lhs: str</span>
+<span class="sd">        :param rhs: the suffix of association rule.</span>
+<span class="sd">        :type rhs: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="n">minimum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+        <span class="n">conflhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">confrhs</span> <span class="o">=</span> <span class="n">minimum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="n">liftlhs</span> <span class="o">=</span> <span class="n">conflhs</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span>
+        <span class="n">rightrhs</span> <span class="o">=</span> <span class="n">confrhs</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">lhs</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">rhs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">liftlhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">lhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">rhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">conflhs</span>
+        <span class="k">if</span> <span class="n">rightrhs</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">rhs</span> <span class="o">+</span> <span class="s1">&#39;-&gt;&#39;</span> <span class="o">+</span> <span class="n">lhs</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="n">confrhs</span>
+            
+<div class="viewcode-block" id="Leverage.run">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the combinations all association rules.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+            <span class="n">suffix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[:</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">)):</span>
+                <span class="n">conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateWithLeverage</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItems</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generation</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">)</span></div>
+</div>
+
+
+<div class="viewcode-block" id="RuleMiner">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">RuleMiner</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: RuleMiner code is used to extract the association rules from given frequent patterns</span>
+
+<span class="sd">    :Reference:</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of association rules</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of association rules</span>
+<span class="sd">    :param  minConf: float :</span>
+<span class="sd">                   The user can specify the minConf in float between the range of 0 to 1.</span>
+<span class="sd">    :param  frequentPattern: list or dict :</span>
+<span class="sd">                   frequent patterns are stored in the form of list or dictionary</span>
+<span class="sd">    :param  measure: str :</span>
+<span class="sd">                   condition to calculate the strength of rule</span>
+<span class="sd">    :param  threshold: int :</span>
+<span class="sd">                   condition to satisfy</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 RuleMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 RuleMiner.py sampleDB.txt patterns.txt 0.5 &#39; &#39;</span>
+
+<span class="sd">    .. note:: minConf can be specified in a value between 0 and 1.</span>
+
+
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.AssociationRules.basic import RuleMiner as alg</span>
+
+<span class="sd">            obj = alg.RuleMiner(iFile, measure, o.5, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            associationRules = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Association Rules:&quot;, len(associationRules))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            mine()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">measure</span><span class="p">,</span> <span class="n">threshold</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: input file name or path</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param measure: measure</span>
+<span class="sd">        :type measure: str</span>
+<span class="sd">        :param threshold: threshold for lifting rules</span>
+<span class="sd">        :type threshold: float</span>
+<span class="sd">        :param sep: Delimiter of input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_measure</span> <span class="o">=</span> <span class="n">measure</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+    
+    <span class="k">def</span> <span class="nf">_readPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reading the input file and storing all the frequent patterns and their support respectively in a frequentPatterns variable.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">pattern</span><span class="p">,</span> <span class="n">sup</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;pattern&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;pattern&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;support&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;support&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)):</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pattern</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPattern</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">k</span><span class="p">:</span>
+                                    <span class="n">k</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">k</span>
+
+<div class="viewcode-block" id="RuleMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+<div class="viewcode-block" id="RuleMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Association rule mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_readPatterns</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_measure</span> <span class="o">==</span> <span class="s1">&#39;confidence&#39;</span><span class="p">:</span>
+            <span class="n">a</span> <span class="o">=</span> <span class="n">Confidence</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">)</span>
+            <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_measure</span> <span class="o">==</span> <span class="s1">&#39;lift&#39;</span><span class="p">:</span>
+            <span class="n">a</span> <span class="o">=</span> <span class="n">Lift</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">)</span>
+            <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_measure</span> <span class="o">==</span> <span class="s1">&#39;leverage&#39;</span><span class="p">:</span>
+            <span class="n">a</span> <span class="o">=</span> <span class="n">Leverage</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">)</span>
+            <span class="n">a</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">_finalPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Association rules successfully  generated from frequent patterns &quot;</span><span class="p">)</span></div>
+
+    
+<div class="viewcode-block" id="RuleMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="RuleMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the result after completion of the mining process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RuleMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RuleMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Association Rules:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">RuleMiner</span><span class="p">(</span><span class="s1">&#39;sensorOutput.txt&#39;</span><span class="p">,</span> <span class="s2">&quot;lift&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">printResults</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/correlatedPattern/basic/CoMine.html b/sphinx/_build/html/_modules/PAMI/correlatedPattern/basic/CoMine.html
new file mode 100644
index 000000000..edc9537f2
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/correlatedPattern/basic/CoMine.html
@@ -0,0 +1,852 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.correlatedPattern.basic.CoMine &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.correlatedPattern.basic.CoMine</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.correlatedPattern.basic.CoMine</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CoMine is one of the fundamental algorithm to discover correlated patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.correlatedPattern.basic import CoMine as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CoMine(iFile, minSup, minAllConf, sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Rules = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.correlatedPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of correlatedPatternTree</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter : int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        child : list</span>
+<span class="sd">            To maintain the children of node</span>
+<span class="sd">        nodeLink : node</span>
+<span class="sd">            Points to the node with same itemId</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getChild(itemName)</span>
+<span class="sd">            returns the node with same itemName from correlatedPatternTree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">child</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">getChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">id1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="s1">&#39;_Node&#39;</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param id1: give item id as input</span>
+<span class="sd">        :type id1: int</span>
+<span class="sd">        :return: the node with same itemId</span>
+<span class="sd">        :rtype: _Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">itemId</span> <span class="o">==</span> <span class="n">id1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">i</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the correlatedPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        headerList : list</span>
+<span class="sd">            storing the list of items in tree sorted in ascending of their supports</span>
+<span class="sd">        mapItemNodes : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        mapItemLastNodes : dictionary</span>
+<span class="sd">            representing the map that indicates the last node for each item</span>
+<span class="sd">        root : Node</span>
+<span class="sd">            representing the root Node in a tree</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createHeaderList(items,minSup)</span>
+<span class="sd">            takes items only which are greater than minSup and sort the items in ascending order</span>
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in correlatedPatternTree</span>
+<span class="sd">        fixNodeLinks(item,newNode)</span>
+<span class="sd">            To create the link for nodes with same item</span>
+<span class="sd">        printTree(Node)</span>
+<span class="sd">            gives the details of node in correlatedPatternGrowth tree</span>
+<span class="sd">        addPrefixPath(prefix,port,minSup)</span>
+<span class="sd">           It takes the items in prefix pattern whose support is &gt;=minSup and construct a subtree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents a single transaction in a database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">child</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+    <span class="k">def</span> <span class="nf">fixNodeLinks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">newNode</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fixing node link for the newNode that inserted into correlatedPatternTree</span>
+
+<span class="sd">        :param item: it represents the item of newNode</span>
+<span class="sd">        :type item : int</span>
+<span class="sd">        :param newNode : it represents the newNode that inserted in correlatedPatternTree</span>
+<span class="sd">        :type newNode : Node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">lastNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">lastNode</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+
+    <span class="k">def</span> <span class="nf">printTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This method is to find the details of parent, children, and support of a Node</span>
+
+<span class="sd">        :param root: it represents the Node in correlatedPatternTree</span>
+<span class="sd">        :type root: Node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">counter</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">printTree</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mapSupport</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To create the headerList</span>
+
+<span class="sd">        :param mapSupport : it represents the items with their supports</span>
+<span class="sd">        :type mapSupport : dictionary</span>
+<span class="sd">        :param minSup : it represents the minSup</span>
+<span class="sd">        :param minSup : float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        
+        <span class="n">t1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">t1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">t1</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSetBuffer</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">addPrefixPath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">&#39;_Node&#39;</span><span class="p">],</span> <span class="n">mapSupportBeta</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To construct the conditional tree with prefix paths of a node in correlatedPatternTree</span>
+
+<span class="sd">        :param prefix : it represents the prefix items of a Node</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :param mapSupportBeta : it represents the items with their supports</span>
+<span class="sd">        :param mapSupportBeta : dictionary</span>
+<span class="sd">        :param minSup : to check the item meets with minSup</span>
+<span class="sd">        :param minSup : float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pathCount</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">counter</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">pathItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">child</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+
+<div class="viewcode-block" id="CoMine">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine">[docs]</a>
+<span class="k">class</span> <span class="nc">CoMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_correlatedPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: CoMine is one of the fundamental algorithm to discover correlated  patterns in a transactional database. It is based on the traditional FP-Growth algorithm. This algorithm uses depth-first search technique to find all correlated patterns in a transactional database.</span>
+
+<span class="sd">    :Reference: Lee, Y.K., Kim, W.Y., Cao, D., Han, J. (2003). CoMine: efficient mining of correlated patterns. In ICDM (pp. 581–584).</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of correlated patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of correlated patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param minAllConf: float :</span>
+<span class="sd">                    The user can specify minAllConf values within the range (0, 1).</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minSup : int</span>
+<span class="sd">            The user given minSup</span>
+<span class="sd">        minAllConf: float</span>
+<span class="sd">            The user given minimum all confidence Ratio(should be in range of 0 to 1)</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        itemSetBuffer : list</span>
+<span class="sd">            it represents the store the items in mining</span>
+<span class="sd">        maxPatternLength : int</span>
+<span class="sd">           it represents the constraint for pattern length</span>
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 CoMine.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;minAllConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 CoMine.py sampleTDB.txt output.txt 0.25 0.2</span>
+
+<span class="sd">    .. note:: minSup can be specified in support count or a value between 0 and 1.</span>
+
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.correlatedPattern.basic import CoMine as alg</span>
+
+<span class="sd">            obj = alg.CoMine(iFile, minSup, minAllConf,sep)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of  Patterns:&quot;, len(patterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">             The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minAllConf</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tree</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_fpNodeTempBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maxPatternLength</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">minAllConf</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span><span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        param iFile: give the input file</span>
+<span class="sd">        type iFile: str or DataFrame or url</span>
+<span class="sd">        param minSup: minimum support</span>
+<span class="sd">        type minSup:   int or float</span>
+<span class="sd">        param sep: Delimiter of input file</span>
+<span class="sd">        type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_getRatio</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">s</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function to get itemSet Ratio</span>
+
+<span class="sd">        :param prefix:the path</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: length</span>
+<span class="sd">        :type prefixLength:int</span>
+<span class="sd">        :s :current ratio</span>
+<span class="sd">        :type s:float</span>
+<span class="sd">        :return: minAllConf of prefix</span>
+<span class="sd">        :rtype:float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maximums</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">ele</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">maximums</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">):</span>
+                <span class="n">maximums</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">s</span> <span class="o">/</span> <span class="n">maximums</span>
+
+    <span class="k">def</span> <span class="nf">_correlatedOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One correlated item</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_saveItemSet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To save the correlated patterns mined form correlatedPatternTree</span>
+
+<span class="sd">        :param prefix: the correlated pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength : the length of a correlated pattern</span>
+<span class="sd">        :type prefixLength : int</span>
+<span class="sd">        :param support: the support of a pattern</span>
+<span class="sd">        :type support :  int</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        The correlated patterns were stored in a global variable finalPatterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">all_conf</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getRatio</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">all_conf</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="n">l</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="n">l</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">l</span><span class="p">)]</span> <span class="o">=</span> <span class="p">[</span><span class="n">support</span><span class="p">,</span> <span class="n">all_conf</span><span class="p">]</span>
+    
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">position</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating all the combinations for items in single branch in correlatedPatternTree</span>
+
+<span class="sd">        :param tempBuffer: items in a single branch</span>
+<span class="sd">        :type tempBuffer: list</span>
+<span class="sd">        :param s : support at leaf node of a branch</span>
+<span class="sd">        :param position : the length of a tempBuffer</span>
+<span class="sd">        :type position : int</span>
+<span class="sd">        :param prefix : it represents the list of leaf node</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :param prefixLength : the length of prefix</span>
+<span class="sd">        :type prefixLength :int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">max1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">position</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">max1</span><span class="p">):</span>
+            <span class="n">newPrefixLength</span> <span class="o">=</span> <span class="n">prefixLength</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">position</span><span class="p">):</span>
+                <span class="n">isSet</span> <span class="o">=</span> <span class="n">i</span> <span class="o">&amp;</span> <span class="p">(</span><span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">j</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">isSet</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                    <span class="n">newPrefixLength</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">s</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">correlatedPatternTree</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">,</span> <span class="n">mapSupport</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining the fp tree</span>
+
+<span class="sd">        :param correlatedPatternTree: it represents the correlatedPatternTree</span>
+<span class="sd">        :type correlatedPatternTree: class Tree</span>
+<span class="sd">        :param prefix : it represents an empty list and store the patterns that are mined</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :param prefixLength : the length of prefix</span>
+<span class="sd">        :type prefixLength :int</span>
+<span class="sd">        :param mapSupport : it represents the support of item</span>
+<span class="sd">        :type mapSupport : dictionary</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="n">position</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">currentNode</span> <span class="o">=</span> <span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+                    <span class="k">break</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fpNodeTempBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">position</span><span class="p">,</span> <span class="n">currentNode</span><span class="p">)</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">counter</span>
+                <span class="n">position</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">singlePath</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fpNodeTempBuffer</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">position</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">headerList</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">betaSupport</span> <span class="o">=</span> <span class="n">support</span>
+                <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">betaSupport</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPatternLength</span><span class="p">:</span>
+                    <span class="n">prefixPaths</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">path</span> <span class="o">=</span> <span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">mapSupportBeta</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">while</span> <span class="n">path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="n">prefixPath</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+                            <span class="n">pathCount</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">counter</span>
+                            <span class="n">parent1</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span>
+                            <span class="k">while</span> <span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                                <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parent1</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="n">mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                                    <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">pathCount</span>
+                                <span class="k">else</span><span class="p">:</span>
+                                    <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">+</span> <span class="n">pathCount</span>
+                                <span class="n">parent1</span> <span class="o">=</span> <span class="n">parent1</span><span class="o">.</span><span class="n">parent</span>
+                            <span class="n">prefixPaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefixPath</span><span class="p">)</span>
+                        <span class="n">path</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">nodeLink</span>
+                    <span class="n">treeBeta</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">prefixPaths</span><span class="p">:</span>
+                        <span class="n">treeBeta</span><span class="o">.</span><span class="n">addPrefixPath</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">treeBeta</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">treeBeta</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="n">mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="n">treeBeta</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mapSupportBeta</span><span class="p">)</span>
+
+<div class="viewcode-block" id="CoMine.startMine">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main method to start</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CoMine.mine">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main method to start</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">_transaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">_itemSetBuffer</span><span class="p">:</span>
+                    <span class="n">_transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+            <span class="n">_transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">val</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">_transaction</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">headerList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Correlated patterns were generated successfully using CoMine algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="CoMine.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CoMine.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CoMine.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CoMine.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final correlated patterns in a dataframe</span>
+
+<span class="sd">        :return: returning correlated patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Confidence&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CoMine.save">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of correlated patterns will be saved into an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CoMine.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of correlated patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning correlated patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CoMine.printResults">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        function to print the result after completing the process</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CoMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CoMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/correlatedPattern/basic/CoMinePlus.html b/sphinx/_build/html/_modules/PAMI/correlatedPattern/basic/CoMinePlus.html
new file mode 100644
index 000000000..861a0d9b3
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@@ -0,0 +1,863 @@
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.correlatedPattern.basic.CoMinePlus</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.correlatedPattern.basic.CoMinePlus</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CPGrowthPlus is one of the efficient algorithm to discover Correlated patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># -----------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.correlatedPattern.basic import CoMinePlus as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CoMinePlus(iFile, minSup, minAllConf, sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             correlatedPattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of correlated Patterns:&quot;, len(correlatedPattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.correlatedPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of correlatedPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        child: list</span>
+<span class="sd">            To maintain the children of node</span>
+<span class="sd">        nodeLink : node</span>
+<span class="sd">            Points to the node with same itemId</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getChild(itemName)</span>
+<span class="sd">            returns the node with same itemName from correlatedPatternTree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">child</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">getChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="s1">&#39;_Node&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param itemName: name of the child</span>
+<span class="sd">        :type itemName: list</span>
+<span class="sd">        :return: returns the node with same itemName from correlatedPatternTree</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">itemId</span> <span class="o">==</span> <span class="n">itemName</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">i</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the correlatedPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        headerList : list</span>
+<span class="sd">            storing the list of items in tree sorted in ascending of their supports</span>
+<span class="sd">        mapItemNodes : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        mapItemLastNodes : dictionary</span>
+<span class="sd">            representing the map that indicates the last node for each item</span>
+<span class="sd">        root : Node</span>
+<span class="sd">            representing the root Node in a tree</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createHeaderList(items,minSup)</span>
+<span class="sd">            takes items only which are greater than minSup and sort the items in ascending order</span>
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in correlatedPatternTree</span>
+<span class="sd">        fixNodeLinks(item,newNode)</span>
+<span class="sd">            To create the link for nodes with same item</span>
+<span class="sd">        printTree(Node)</span>
+<span class="sd">            gives the details of node in correlatedPatternGrowth tree</span>
+<span class="sd">        addPrefixPath(prefix,port,minSup)</span>
+<span class="sd">           It takes the items in prefix pattern whose support is &gt;=minSup and construct a subtree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into a tree</span>
+
+<span class="sd">        :param transaction: it represents a transaction in a database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method taken a transaction as input and returns the tree</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+    <span class="k">def</span> <span class="nf">fixNodeLinks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">newNode</span><span class="p">:</span> <span class="n">_Node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fixing node link for the newNode that inserted into correlatedPatternTree</span>
+
+<span class="sd">        :param item: it represents the item of newNode</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param newNode: it represents the newNode that inserted in correlatedPatternTree</span>
+<span class="sd">        :type newNode: Node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">lastNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">lastNode</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+
+    <span class="k">def</span> <span class="nf">printTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">:</span> <span class="n">_Node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Print the details of Node in correlatedPatternTree</span>
+
+<span class="sd">        :param root: it represents the Node in correlatedPatternTree</span>
+<span class="sd">        :type root: Node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># this method is used print the details of tree</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">counter</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">printTree</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mapSupport</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To create the headerList</span>
+
+<span class="sd">        :param mapSupport: it represents the items with their supports</span>
+<span class="sd">        :type mapSupport: dictionary</span>
+<span class="sd">        :param minSup: it represents the minSup</span>
+<span class="sd">        :param minSup: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># the correlatedPatternTree always maintains the header table to start the mining from leaf nodes</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">t1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">t1</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSetBuffer</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">addPrefixPath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">mapSupportBeta</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To construct the conditional tree with prefix paths of a node in correlatedPatternTree</span>
+
+<span class="sd">        :param prefix: it represents the prefix items of a Node</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param mapSupportBeta: it represents the items with their supports</span>
+<span class="sd">        :param mapSupportBeta: dictionary</span>
+<span class="sd">        :param minSup: to check the item meets with minSup</span>
+<span class="sd">        :param minSup: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># this method is used to add prefix paths in conditional trees of correlatedPatternTree</span>
+        <span class="n">pathCount</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">counter</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">pathItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                    <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+
+<div class="viewcode-block" id="CoMinePlus">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus">[docs]</a>
+<span class="k">class</span> <span class="nc">CoMinePlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_correlatedPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description: CoMinePlus is one of the efficient algorithm to discover correlated patterns in a transactional database. Using Item Support Intervals technique which is generating correlated patterns of higher order by combining only with items that have support within specified interval.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">        Uday Kiran R., Kitsuregawa M. (2012) Efficient Discovery of Correlated Patterns in Transactional Databases Using Items’ Support Intervals.</span>
+<span class="sd">        In: Liddle S.W., Schewe KD., Tjoa A.M., Zhou X. (eds) Database and Expert Systems Applications. DEXA 2012. Lecture Notes in Computer Science, vol 7446. Springer, Berlin, Heidelberg.</span>
+<span class="sd">        https://doi.org/10.1007/978-3-642-32600-4_18</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of correlated patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of correlated patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  minAllConf: str :</span>
+<span class="sd">                   Name of Neighbourhood file name</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minSup</span>
+<span class="sd">        minAllConf: float</span>
+<span class="sd">            The user given minimum all confidence Ratio (should be in range of 0 to 1)</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        itemSetBuffer : list</span>
+<span class="sd">            it represents the store the items in mining</span>
+<span class="sd">        maxPatternLength : int</span>
+<span class="sd">           it represents the constraint for pattern length</span>
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 CoMinePlus.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;minAllConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 CoMinePlus.py sampleTDB.txt patterns.txt 0.4 0.5 &#39;,&#39;</span>
+
+<span class="sd">    .. note:: minSup can be specified in support count or a value between 0 and 1.</span>
+
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.correlatedPattern.basic import CoMinePlus as alg</span>
+
+<span class="sd">            obj = alg.CoMinePlus(iFile, minSup, minAllConf, sep)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            correlatedPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of correlated patterns:&quot;, len(correlatedPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">             The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minAllConf</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tree</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_fpNodeTempBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maxPatternLength</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">minAllConf</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        param iFile: input file name</span>
+
+<span class="sd">        type iFile: str or DataFrame or url</span>
+<span class="sd">        param minSup: user-specified minimum support</span>
+<span class="sd">        type minSup: int or float</span>
+<span class="sd">        param minAllConf: user-specified minimum all confidence</span>
+<span class="sd">        type minAllConf: float</span>
+<span class="sd">        param sep: delimiter of input file</span>
+<span class="sd">        type sep : str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_correlatedOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One correlated items sets</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_saveItemSet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">support</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">ratio</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To save the correlated patterns mined form correlatedPatternTree</span>
+
+<span class="sd">        :param prefix: the correlated pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: the length of a correlated pattern</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :param support: the support of a pattern</span>
+<span class="sd">        :type support:  int</span>
+<span class="sd">        :param ratio: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">sample</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="n">sample</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">sample</span><span class="p">)]</span> <span class="o">=</span> <span class="p">[</span><span class="n">support</span><span class="p">,</span> <span class="n">ratio</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">s</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">position</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating all the combinations for items in single branch in correlatedPatternTree</span>
+
+<span class="sd">        :param tempBuffer: items in a single branch</span>
+<span class="sd">        :type tempBuffer: list</span>
+<span class="sd">        :param s: support at leaf node of a branch</span>
+<span class="sd">        :param position: the length of a tempBuffer</span>
+<span class="sd">        :type position: int</span>
+<span class="sd">        :param prefix: it represents the list of leaf node</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: the length of prefix</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">max1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">position</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">max1</span><span class="p">):</span>
+            <span class="n">newPrefixLength</span> <span class="o">=</span> <span class="n">prefixLength</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">position</span><span class="p">):</span>
+                <span class="n">isSet</span> <span class="o">=</span> <span class="n">i</span> <span class="o">&amp;</span> <span class="p">(</span><span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">j</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">isSet</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                    <span class="n">newPrefixLength</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">ratio</span> <span class="o">=</span> <span class="n">s</span><span class="o">/</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_getMaxItem</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">newPrefixLength</span><span class="p">)]</span>
+            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">ratio</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">correlatedPatternTree</span><span class="p">:</span> <span class="n">_Tree</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">mapSupport</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minConf</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span>  <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining the fp tree</span>
+
+<span class="sd">        :param correlatedPatternTree: it represents the correlatedPatternTree</span>
+<span class="sd">        :type correlatedPatternTree: class Tree</span>
+<span class="sd">        :param prefix: it represents an empty list and store the patterns that are mined</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param param prefixLength: the length of prefix</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :param mapSupport : it represents the support of item</span>
+<span class="sd">        :type mapSupport : dictionary</span>
+<span class="sd">        :param minConf: representing the minimum confidence</span>
+<span class="sd">        :type minConf: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="n">position</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">currentNode</span> <span class="o">=</span> <span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+                    <span class="k">break</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fpNodeTempBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">position</span><span class="p">,</span> <span class="n">currentNode</span><span class="p">)</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">counter</span>
+                <span class="n">position</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">singlePath</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fpNodeTempBuffer</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">position</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">headerList</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">low</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_math</span><span class="o">.</span><span class="n">floor</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">)),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                <span class="n">high</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_math</span><span class="o">.</span><span class="n">floor</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">/</span><span class="n">minConf</span><span class="p">)),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                <span class="n">betaSupport</span> <span class="o">=</span> <span class="n">support</span>
+                <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span>
+                <span class="n">max1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxItem</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">max1</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">item</span><span class="p">]:</span>
+                    <span class="n">max1</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="n">ratio</span> <span class="o">=</span> <span class="n">support</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">max1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">betaSupport</span><span class="p">,</span> <span class="n">ratio</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPatternLength</span><span class="p">:</span>
+                    <span class="n">prefixPaths</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">path</span> <span class="o">=</span> <span class="n">correlatedPatternTree</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">mapSupportBeta</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">while</span> <span class="n">path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="n">prefixPath</span> <span class="o">=</span> <span class="p">[</span><span class="n">path</span><span class="p">]</span>
+                            <span class="n">pathCount</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">counter</span>
+                            <span class="n">parent1</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span>
+                            <span class="k">if</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="n">high</span><span class="p">:</span>
+                                <span class="k">while</span> <span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                                    <span class="n">all_conf</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">support</span><span class="o">/</span><span class="nb">max</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">),</span> <span class="n">support</span><span class="p">))</span>
+                                    <span class="k">if</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">all_conf</span><span class="p">:</span>
+                                        <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parent1</span><span class="p">)</span>
+                                        <span class="k">if</span> <span class="n">mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                                            <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">pathCount</span>
+                                        <span class="k">else</span><span class="p">:</span>
+                                            <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">+</span> <span class="n">pathCount</span>
+                                        <span class="n">parent1</span> <span class="o">=</span> <span class="n">parent1</span><span class="o">.</span><span class="n">parent</span>
+                                    <span class="k">else</span><span class="p">:</span>
+                                        <span class="k">break</span>
+                                <span class="n">prefixPaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefixPath</span><span class="p">)</span>
+                        <span class="n">path</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">nodeLink</span>
+                    <span class="n">treeBeta</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">prefixPaths</span><span class="p">:</span>
+                        <span class="n">treeBeta</span><span class="o">.</span><span class="n">addPrefixPath</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">treeBeta</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">treeBeta</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="n">mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="n">treeBeta</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mapSupportBeta</span><span class="p">,</span> <span class="n">minConf</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="CoMinePlus.startMine">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.mine">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">_transaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">_itemSetBuffer</span><span class="p">:</span>
+                    <span class="n">_transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+            <span class="n">_transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">val</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">_transaction</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="o">.</span><span class="n">headerList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_correlatedPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tree</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Correlated Frequent patterns were generated successfully using CorrelatedPatternGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="n">maxItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">maxItem</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]]:</span>
+                <span class="n">maxItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">maxItem</span>
+
+<div class="viewcode-block" id="CoMinePlus.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final correlated patterns in a dataframe</span>
+
+<span class="sd">        :return: returning correlated patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Confidence&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.save">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of correlated patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of correlated patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning correlated patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CoMinePlus.printResults">
+<a class="viewcode-back" href="../../../../PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        function to print the result after completing the process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CoMinePlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CoMinePlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_correlatedPatterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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new file mode 100644
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+      <li class="breadcrumb-item active">PAMI.coveragePattern.basic.CMine</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.coveragePattern.basic.CMine</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CMine algorithms aims to discover the coverage patterns in transactional databases.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.coveragePattern.basic import CMine as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CMine(iFile, minRF, minCS, maxOR, seperator)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             coveragePattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of coverage Patterns:&quot;, len(coveragePattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.coveragePattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="CMine">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine">[docs]</a>
+<span class="k">class</span> <span class="nc">CMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_coveragePatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description:  CMine algorithms aims to discover the coverage patterns in transactional databases.</span>
+
+<span class="sd">    :Reference:    Bhargav Sripada, Polepalli Krishna Reddy, Rage Uday Kiran:</span>
+<span class="sd">                   Coverage patterns for efficient banner advertisement placement. WWW (Companion Volume) 2011: 131-132</span>
+<span class="sd">                   __https://dl.acm.org/doi/10.1145/1963192.1963259</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of coverage patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of coverage patterns</span>
+<span class="sd">    :param  minRF: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  minCS: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</span>
+<span class="sd">    :param  maxOR: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+<span class="sd">    **Terminal command**</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 CMine.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minRF&gt; &lt;minCS&gt; &lt;maxOR&gt; &lt;&#39;\t&#39;&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 CMine.py sampleTDB.txt patterns.txt 0.4 0.7 0.5 &#39;\t&#39;</span>
+
+<span class="sd">    .. note: At the fixed minCS value, it can also be observed that the number of patterns increases as maxOR value increases.</span>
+
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.coveragePattern.basic import CMine as alg</span>
+
+<span class="sd">            obj = alg.CMine(iFile, minRF, minCS, maxOR, seperator)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            coveragePattern = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of coverage Patterns:&quot;, len(coveragePattern))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    Credits</span>
+<span class="sd">    =======</span>
+
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minCS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_minRF</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxOR</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        :rtype: Union[int, float]</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="n">value</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">splitter</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">splitter</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+<div class="viewcode-block" id="CMine.creatingCoverageItems">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.creatingCoverageItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">creatingCoverageItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function creates coverage items from _database.</span>
+
+<span class="sd">        :return: coverageTidData that stores coverage items and their tid list.</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">tidData</span><span class="p">:</span>
+                    <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+        <span class="n">coverageTidData</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">tidData</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span><span class="p">}</span>
+        <span class="n">coverageTidData</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">coverageTidData</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])))</span>
+        <span class="k">return</span> <span class="n">coverageTidData</span></div>
+
+
+<div class="viewcode-block" id="CMine.tidToBitset">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.tidToBitset">[docs]</a>
+    <span class="k">def</span> <span class="nf">tidToBitset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">item_set</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function converts tid list to bitset.</span>
+
+<span class="sd">        :param item_set:</span>
+<span class="sd">        :return: Dictionary</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">bitset</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">item_set</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="mb">0b1</span>
+            <span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span> <span class="o">|</span> <span class="mb">0b1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)):</span>
+                <span class="n">diff</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+                <span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">diff</span><span class="p">)</span> <span class="o">|</span> <span class="mb">0b1</span>
+            <span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">bitset</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="n">i</span><span class="p">])))</span>
+        <span class="k">return</span> <span class="n">bitset</span></div>
+
+
+<div class="viewcode-block" id="CMine.genPatterns">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.genPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">genPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">prefix</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span><span class="n">tidData</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function generate coverage pattern about prefix.</span>
+
+<span class="sd">        :param prefix: String</span>
+<span class="sd">        :param tidData: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># variables to store coverage item set and</span>
+        <span class="n">item_set</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="c1"># Get the length of tidData</span>
+        <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidData</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&amp;</span> <span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">tid1</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">|</span> <span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">andCount</span> <span class="o">=</span> <span class="nb">bin</span><span class="p">(</span><span class="n">tid</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;1&quot;</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="n">orCount</span> <span class="o">=</span> <span class="nb">bin</span><span class="p">(</span><span class="n">tid1</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;1&quot;</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">orCount</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="ow">and</span> <span class="n">andCount</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span><span class="p">:</span>
+                <span class="n">coverageItem_set</span> <span class="o">=</span> <span class="n">item_set</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">orCount</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">coverageItem_set</span><span class="p">]</span> <span class="o">=</span> <span class="n">andCount</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">genPatterns</span><span class="p">((</span><span class="n">coverageItem_set</span><span class="p">,</span><span class="n">tid</span><span class="p">),</span><span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">])</span></div>
+
+
+<div class="viewcode-block" id="CMine.generateAllPatterns">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.generateAllPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">generateAllPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">coverageItems</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function generates all coverage patterns.</span>
+
+<span class="sd">        :param coverageItems: coverage items</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidData</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">coverageItems</span><span class="o">.</span><span class="n">items</span><span class="p">())</span>
+        <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidData</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+            <span class="c1">#print(i,tidData[i][0])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">genPatterns</span><span class="p">(</span><span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">tidData</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">])</span></div>
+
+
+<div class="viewcode-block" id="CMine.startMine">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Main method to start &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CMine.mine">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Main method to start &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span> <span class="o">=</span>  <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span><span class="p">)</span>
+        <span class="n">coverageItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">creatingCoverageItems</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">coverageItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">coverageItemsBitset</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tidToBitset</span><span class="p">(</span><span class="n">coverageItems</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">generateAllPatterns</span><span class="p">(</span><span class="n">coverageItemsBitset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Coverage patterns were generated successfully using CMine  algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CMine.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CMine.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CMine.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CMine.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final coverage patterns in a dataframe</span>
+
+<span class="sd">        :return: returning coverage patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="CMine.save">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of coverage patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CMine.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of coverage patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning coverage patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CMine.printResults">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span><span class="o">==</span><span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
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+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/coveragePattern/basic/CPPG.html b/sphinx/_build/html/_modules/PAMI/coveragePattern/basic/CPPG.html
new file mode 100644
index 000000000..fcc2e3275
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+  <title>PAMI.coveragePattern.basic.CPPG &mdash; PAMI 2024.04.23 documentation</title>
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+      <li class="breadcrumb-item active">PAMI.coveragePattern.basic.CPPG</li>
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+  <h1>Source code for PAMI.coveragePattern.basic.CPPG</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CPPG algorithm discovers coverage patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># -------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.coveragePattern.basic import CPPG as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CPPG(iFile, minRF, minCS, maxOR)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             coveragePattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of coverage Patterns:&quot;, len(coveragePattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.coveragePattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<div class="viewcode-block" id="CPPG">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG">[docs]</a>
+<span class="k">class</span> <span class="nc">CPPG</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_coveragePatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:  CPPG  algorithm discovers coverage patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:     Gowtham Srinivas, P.; Krishna Reddy, P.; Trinath, A. V.; Bhargav, S.; Uday Kiran, R. (2015).</span>
+<span class="sd">                    Mining coverage patterns from transactional databases. Journal of Intelligent Information Systems, 45(3), 423–439.</span>
+<span class="sd">                    https://link.springer.com/article/10.1007/s10844-014-0318-3</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of coverage patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of coverage patterns</span>
+<span class="sd">    :param  minRF: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  minCS: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</span>
+<span class="sd">    :param  maxOR: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 CPPG.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minRF&gt; &lt;minCS&gt; &lt;maxOR&gt; &lt;&#39;\t&#39;&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 CPPG.py sampleTDB.txt patterns.txt 0.4 0.7 0.5 &#39;,&#39;</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.coveragePattern.basic import CPPG as alg</span>
+
+<span class="sd">            obj = alg.CPPG(iFile, minRF, minCS, maxOR)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            coveragePattern = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of coverage Patterns:&quot;, len(coveragePattern))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------------</span>
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minRF</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxOR</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_minCS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+
+    <span class="k">def</span> <span class="nf">_coverageOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Calculates the support of each item in the database and assign ranks to the items</span>
+<span class="sd">            by decreasing support and returns the frequent items list</span>
+
+<span class="sd">            :returns: return the one-length periodic frequent patterns</span>
+<span class="sd">            :rtype: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">count</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span><span class="p">}</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">k</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">pfList</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Remove the items which are not frequent from database and updates the database with rank of items</span>
+
+<span class="sd">            :param dict1: frequent items with support</span>
+<span class="sd">            :type dict1: dict</span>
+<span class="sd">            :return: Sorted and updated transactions</span>
+<span class="sd">            :rtype: list</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+        <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">dict1</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">list1</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">list2</span>
+
+    <span class="k">def</span> <span class="nf">_buildProjectedDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To construct the projected database for each prefix</span>
+<span class="sd">        :param data: list of transactions with support per prefix</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: informatoin on list of transactions with support per prefix</span>
+<span class="sd">        :type info: str</span>
+<span class="sd">        :return: projected data</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">proData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">info</span><span class="p">)):</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">proData</span><span class="p">[</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                <span class="n">te</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">if</span> <span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">j</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">j</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+                            <span class="n">te</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">te</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">proData</span><span class="p">[</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">te</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">proData</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">proData</span>
+
+    <span class="k">def</span> <span class="nf">_generateFrequentPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>  <span class="n">uniqueItems</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;It will generate the combinations of frequent items</span>
+
+<span class="sd">        :param uniqueItems :it represents the items with their respective transaction identifiers</span>
+
+<span class="sd">        :type uniqueItems: list</span>
+
+<span class="sd">        :return: returning transaction dictionary</span>
+
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_freqList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">uniqueItems</span><span class="p">)):</span>
+            <span class="n">item1</span> <span class="o">=</span> <span class="n">uniqueItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">i1_list</span> <span class="o">=</span> <span class="n">item1</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">uniqueItems</span><span class="p">)):</span>
+                <span class="n">item2</span> <span class="o">=</span> <span class="n">uniqueItems</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">i2_list</span> <span class="o">=</span> <span class="n">item2</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">i1_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">i2_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">interSet</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item1</span><span class="p">])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item2</span><span class="p">]))</span>
+                    <span class="n">union</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item1</span><span class="p">])</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item2</span><span class="p">]))</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">union</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">interSet</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item1</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span><span class="p">:</span>
+                        <span class="n">newKey</span> <span class="o">=</span> <span class="n">item1</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">i2_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="n">interSet</span>
+                        <span class="n">new_freqList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newKey</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">break</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generateFrequentPatterns</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To convert the ranks of items in to their original item names</span>
+
+<span class="sd">            :param itemSet: frequent patterns</span>
+
+<span class="sd">            :type itemSet: list</span>
+
+<span class="sd">            :return: frequent pattern with original item names</span>
+
+<span class="sd">            :rtype: string</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="n">t1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :type value: Union[int, float, str]</span>
+
+<span class="sd">        :return: converted value</span>
+
+<span class="sd">        :rtype: Union[int, float]</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="n">value</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="n">value</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="CPPG.startMine">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CPPG.mine">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1">#global _minSup, _maxPer, _lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Relative Frequency&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Overlap Ratio&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Coverage Ratio&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRF</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minCS</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxOR</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the constraints in range between 0 to 1&quot;</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_coverageOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">pfList</span><span class="p">)</span>
+        <span class="n">proData</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildProjectedDatabase</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">pfList</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">proData</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">uniqueItems</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">uniqueItems</span><span class="p">:</span>
+                        <span class="n">uniqueItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generateFrequentPatterns</span><span class="p">(</span><span class="n">uniqueItems</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Coverage patterns were generated successfully using CPPG algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CPPG.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CPPG.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CPPG.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CPPG.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="CPPG.save">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CPPG.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CPPG.printResults">
+<a class="viewcode-back" href="../../../../PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">           Function used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CPPG</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CPPG</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Coverage Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/DF2DB/DF2DB.html b/sphinx/_build/html/_modules/PAMI/extras/DF2DB/DF2DB.html
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.DF2DB</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.DF2DB.DF2DB</h1><div class="highlight"><pre>
+<span></span><span class="c1"># DF2DB in this code dataframe is converting databases into sparse or dense transactional, temporal, Utility.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import DF2DB as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.DF2DB(idf, &quot;&gt;=&quot;, 16, &quot;sparse/dense&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB.DenseFormatDF</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span> <span class="nn">PAMI.extras.DF2DB.SparseFormatDF</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="DF2DB">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB">[docs]</a>
+<span class="k">class</span> <span class="nc">DF2DB</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  This class will create database for given DataFrame based on Threshold values and conditions are defined in the class.</span>
+<span class="sd">                   Converts Dataframe into sparse or dense dataframes.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: DataFrame :</span>
+<span class="sd">             It is sparse or dense DataFrame</span>
+<span class="sd">        :param thresholdValue: int or float :</span>
+<span class="sd">             It is threshold value of all item</span>
+<span class="sd">        :param condition: str :</span>
+<span class="sd">             It is condition of all item</span>
+<span class="sd">        :param DFtype: str :</span>
+<span class="sd">             It is DataFrame type. It should be sparse or dense. Default DF is sparse.</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import DF2DB as db</span>
+
+<span class="sd">            obj = db.DF2DB(idf, &quot;&gt;=&quot;, 16, &quot;sparse/dense&quot;)</span>
+
+<span class="sd">            obj.getTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.getTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.getUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">,</span> <span class="n">thresholdValue</span><span class="p">,</span> <span class="n">condition</span><span class="p">,</span> <span class="n">DFtype</span><span class="o">=</span><span class="s1">&#39;sparse&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span> <span class="o">=</span> <span class="n">thresholdValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">=</span> <span class="n">condition</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">DFtype</span> <span class="o">=</span> <span class="n">DFtype</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">DFtype</span> <span class="o">==</span> <span class="s1">&#39;sparse&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span> <span class="o">=</span> <span class="n">DenseFormatDF</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">DFtype</span> <span class="o">==</span> <span class="s1">&#39;dense&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span> <span class="o">=</span> <span class="n">SparseFormatDF</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;DF type should be sparse or dense&#39;</span><span class="p">)</span>
+
+<div class="viewcode-block" id="DF2DB.getTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">createTransactional</span><span class="p">(</span><span class="n">outputFile</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">getFileName</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="DF2DB.getTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTemporalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTemporalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create temporal database and return outputFile name</span>
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">createTemporal</span><span class="p">(</span><span class="n">outputFile</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">getFileName</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="DF2DB.getUtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getUtilityDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">getUtilityDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create utility database and return outputFile name</span>
+<span class="sd">        :param outputFile:  file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">createUtility</span><span class="p">(</span><span class="n">outputFile</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">DF2DB</span><span class="o">.</span><span class="n">getFileName</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">DF2DB</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">getTransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/DF2DB/DenseFormatDF.html b/sphinx/_build/html/_modules/PAMI/extras/DF2DB/DenseFormatDF.html
new file mode 100644
index 000000000..d62c8f7a1
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/DF2DB/DenseFormatDF.html
@@ -0,0 +1,413 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.DenseFormatDF</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.DF2DB.DenseFormatDF</h1><div class="highlight"><pre>
+<span></span><span class="c1"># DenseFormatDF in this code the dense dataframe is converting databases into different transactional, temporal, utility types.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import DenseFormatDF as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.DenseFormatDF(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.convert2TransactionalDatabase(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.convert2TemporalDatabase(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.convert2MultipleTimeSeries(&quot;outputFileName&quot;) # To create Mutliple TimeSeries database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.convert2UtilityDatabase(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">operator</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Union</span>
+
+<span class="n">condition_operator</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s1">&#39;&lt;&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">lt</span><span class="p">,</span>
+    <span class="s1">&#39;&gt;&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">gt</span><span class="p">,</span>
+    <span class="s1">&#39;&lt;=&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">le</span><span class="p">,</span>
+    <span class="s1">&#39;&gt;=&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">ge</span><span class="p">,</span>
+    <span class="s1">&#39;==&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">eq</span><span class="p">,</span>
+    <span class="s1">&#39;!=&#39;</span><span class="p">:</span> <span class="n">operator</span><span class="o">.</span><span class="n">ne</span>
+<span class="p">}</span>
+
+
+<div class="viewcode-block" id="DenseFormatDF">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF">[docs]</a>
+<span class="k">class</span> <span class="nc">DenseFormatDF</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This class create Data Base from DataFrame.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: dataframe :</span>
+<span class="sd">            It is dense DataFrame</span>
+<span class="sd">        :param condition: str :</span>
+<span class="sd">            It is condition to judge the value in dataframe</span>
+<span class="sd">        :param thresholdValue: int or float :</span>
+<span class="sd">            User defined value.</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import DenseFormatDF as db</span>
+
+<span class="sd">            obj = db.DenseFormatDF(iDdf, &quot;&gt;=&quot;, 16 )</span>
+
+<span class="sd">            obj.convert2TransactionalDatabase(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.convert2TemporalDatabase(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.convert2MultipleTimeSeries(&quot;outputFileName&quot;) # To create Multiple TimeSeries database</span>
+
+<span class="sd">            obj.convert2UtilityDatabase(&quot;outputFileName&quot;) # To create utility database</span>
+
+<span class="sd">            obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
+
+<div class="viewcode-block" id="DenseFormatDF.convert2TransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert2TransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">thresholdValue</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create transactional data base</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">             :param outputFile: Write transactional database into outputFile</span>
+
+<span class="sd">             :type outputFile: str</span>
+
+<span class="sd">             :param condition: It is condition to judge the value in dataframe</span>
+
+<span class="sd">             :type condition: str</span>
+
+<span class="sd">             :param thresholdValue: User defined value.</span>
+
+<span class="sd">             :type thresholdValue: Union[int, float]</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">condition</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">condition_operator</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                                   <span class="n">condition_operator</span><span class="p">[</span><span class="n">condition</span><span class="p">](</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">],</span> <span class="n">thresholdValue</span><span class="p">)]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.convert2TemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TemporalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert2TemporalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">thresholdValue</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create temporal database</span>
+
+<span class="sd">        :param outputFile: Write temporal database into outputFile</span>
+
+<span class="sd">        :type outputFile: str</span>
+
+<span class="sd">        :param condition: It is condition to judge the value in dataframe</span>
+
+<span class="sd">        :type condition: str</span>
+
+<span class="sd">        :param thresholdValue: User defined value.</span>
+
+<span class="sd">        :type thresholdValue: Union</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">condition</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">condition_operator</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                                   <span class="n">condition_operator</span><span class="p">[</span><span class="n">condition</span><span class="p">](</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">],</span> <span class="n">thresholdValue</span><span class="p">)]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.convert2MultipleTimeSeries">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2MultipleTimeSeries">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert2MultipleTimeSeries</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">interval</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+                                   <span class="n">thresholdValue</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create the multiple time series database.</span>
+
+<span class="sd">        :param outputFile:  Write multiple time series database into outputFile.</span>
+
+<span class="sd">        :type outputFile:  str</span>
+
+<span class="sd">        :param interval: Breaks the given timeseries into intervals.</span>
+
+<span class="sd">        :type interval: int</span>
+
+<span class="sd">        :param condition: It is condition to judge the value in dataframe</span>
+
+<span class="sd">        :param thresholdValue: User defined value.</span>
+
+<span class="sd">        :type thresholdValue: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="c1"># with open(self.outputFile, &#39;w+&#39;) as f:</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">tids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                           <span class="n">condition_operator</span><span class="p">[</span><span class="n">condition</span><span class="p">](</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">],</span> <span class="n">thresholdValue</span><span class="p">)]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                <span class="n">tids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">values</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">count</span> <span class="o">==</span> <span class="n">interval</span><span class="p">:</span>
+                <span class="n">s1</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">ss</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(),</span> <span class="nb">str</span><span class="p">(),</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+
+                    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tids</span><span class="p">)):</span>
+                        <span class="n">s1</span> <span class="o">=</span> <span class="n">s1</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">tids</span><span class="p">[</span><span class="n">j</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                        <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+                        <span class="n">ss</span> <span class="o">=</span> <span class="n">ss</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">values</span><span class="p">[</span><span class="n">j</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+
+                <span class="n">s2</span> <span class="o">=</span> <span class="n">s1</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="n">s</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="n">ss</span>
+                <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s2</span><span class="p">)</span>
+                <span class="n">tids</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.convert2UncertainTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UncertainTransactional">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert2UncertainTransactional</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+                                       <span class="n">thresholdValue</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">condition</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">condition_operator</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                                   <span class="n">condition_operator</span><span class="p">[</span><span class="n">condition</span><span class="p">](</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">],</span> <span class="n">thresholdValue</span><span class="p">)]</span>
+                    <span class="n">uncertain</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                                 <span class="n">condition_operator</span><span class="p">[</span><span class="n">condition</span><span class="p">](</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">],</span> <span class="n">thresholdValue</span><span class="p">)]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">uncertain</span><span class="p">:</span>
+                            <span class="n">tt</span> <span class="o">=</span> <span class="mf">0.1</span> <span class="o">+</span> <span class="mf">0.036</span> <span class="o">*</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">25</span> <span class="o">-</span> <span class="n">value</span><span class="p">)</span>
+                            <span class="n">tt</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">tt</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">tt</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">tt</span> <span class="o">=</span> <span class="mf">0.1</span> <span class="o">+</span> <span class="mf">0.036</span> <span class="o">*</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">25</span> <span class="o">-</span> <span class="n">uncertain</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                        <span class="n">tt</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">tt</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">tt</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.convert2UtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UtilityDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert2UtilityDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create the utility database.</span>
+
+<span class="sd">        :param outputFile: Write utility database into outputFile</span>
+
+<span class="sd">        :type outputFile: str</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">tid</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="si">}</span><span class="s1">:&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+</div>
+
+
+<span class="c1"># Dataframes do not run from a terminal</span>
+
+<span class="c1"># if __name__ == &#39;__main__&#39;:</span>
+<span class="c1">#     obj = DenseFormatDF(sys.argv[1], sys.argv[2], sys.argv[3])</span>
+<span class="c1">#     obj.convert2TransactionalDatabase(sys.argv[4])</span>
+<span class="c1">#     transactionalDB = obj.getFileName()</span>
+<span class="c1">#     print(transactionalDB)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.SparseFormatDF</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.DF2DB.SparseFormatDF</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SparseFormatDF in this code the dense dataframe is converting databases into different transactional, temporal, utility types.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import SparseFormatDF as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.SparseFormatDF(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="SparseFormatDF">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF">[docs]</a>
+<span class="k">class</span> <span class="nc">SparseFormatDF</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  This class create Data Base from DataFrame.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: dataframe :</span>
+<span class="sd">            It is dense DataFrame</span>
+<span class="sd">        :param condition: str :</span>
+<span class="sd">            It is condition to judge the value in dataframe</span>
+<span class="sd">        :param thresholdValue: int or float :</span>
+<span class="sd">            User defined value.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import SparseFormatDF as db</span>
+
+<span class="sd">            obj = db.SparseFormatDF(iDdf, &quot;&gt;=&quot;, 16)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+
+<span class="sd">            obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">thresholdValue</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">=</span> <span class="n">condition</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span> <span class="o">=</span> <span class="n">thresholdValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;value &gt; </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;=&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;value &gt;= </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;=&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;value &lt;= </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;value &lt; </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;value&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)[</span><span class="s1">&#39;item&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SparseFormatDF.createTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTransactional">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransactional</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create transactional data base</span>
+<span class="sd">        :param outputFile: Write transactional data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseFormatDF.createTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTemporal">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create temporal data base</span>
+<span class="sd">        :param outputFile: Write temporal data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseFormatDF.createUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create the utility database.</span>
+<span class="sd">        :param outputFile: Write utility database into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;item&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+        <span class="n">sums</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+        <span class="n">index</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="n">index</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">items</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">sums</span><span class="p">[</span><span class="n">tid</span><span class="p">]</span><span class="si">}</span><span class="s1">:&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">values</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseFormatDF.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">SparseFormatDF</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.createTDB</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+             
+  <h1>Source code for PAMI.extras.DF2DB.createTDB</h1><div class="highlight"><pre>
+<span></span><span class="c1"># createTDB in this code  we will create transactional Database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import createTDB as ct</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = ct.createTDB(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+
+<div class="viewcode-block" id="createTDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB">[docs]</a>
+<span class="k">class</span> <span class="nc">createTDB</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This class will create Transactional database.</span>
+
+<span class="sd">    :param df: It represents the dataframe</span>
+<span class="sd">    :type df: list</span>
+<span class="sd">    :param threshold : It is the threshold value of all item.</span>
+<span class="sd">    :type threshold: int or float</span>
+
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.frequentPattern.basic import FPGrowth as fp</span>
+
+<span class="sd">            obj = fp.createTDB(idf, &quot;&gt;=&quot; )</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">df</span><span class="p">,</span> <span class="n">threshold</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">df</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">threshold</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_updatedItems</span> <span class="o">=</span> <span class="p">[]</span>
+
+<div class="viewcode-block" id="createTDB.createTDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.createTDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTDB</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description:  To Create transactional database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="s1">&#39;sid&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="p">[</span><span class="s1">&#39;sid&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_items</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_updatedItems</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">j</span> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span> <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">j</span><span class="p">)</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">])</span></div>
+
+
+<div class="viewcode-block" id="createTDB.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updatedItems</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">j</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="n">createTDB</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="n">a</span><span class="o">.</span><span class="n">createTDB</span><span class="p">()</span>
+    <span class="n">a</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.denseDF2DBPlus</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.DF2DB.denseDF2DBPlus</h1><div class="highlight"><pre>
+<span></span><span class="c1"># DenseFormatDFPlus in this code the dense dataframe is converting databases into different transactional, temporal, utility types.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import DenseFormatDFPlus as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.DenseFormatDFPlus(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="DenseFormatDFPlus">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus">[docs]</a>
+<span class="k">class</span> <span class="nc">DenseFormatDFPlus</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This class create Data Base from DataFrame.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: dataframe :</span>
+<span class="sd">            It is dense DataFrame</span>
+<span class="sd">        :param thresholdConditionDF: str or int or float:</span>
+<span class="sd">            It is condition to judge the value in dataframe</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import DenseFormatDFPlus as db</span>
+
+<span class="sd">            obj = db.DenseFormatDFPlus(iDdf, &quot;&gt;=&quot;, 16)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+
+<span class="sd">            obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">,</span> <span class="n">thresholdConditionDF</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span><span class="o">.</span><span class="n">T</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">thresholdConditionDF</span> <span class="o">=</span> <span class="n">thresholdConditionDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdConditionDF</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="DenseFormatDFPlus.createTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTransactional">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransactional</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create transactional data base</span>
+<span class="sd">        :param outputFile: Write transactional data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&gt;&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&gt;=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&lt;=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&lt;&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;==&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;!=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])]</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+
+
+<div class="viewcode-block" id="DenseFormatDFPlus.createTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTemporal">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create temporal data base</span>
+<span class="sd">        :param outputFile: Write temporal data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&gt;&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&gt;=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&lt;=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&lt;&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;==&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])</span> <span class="ow">or</span>
+                               <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;!=&#39;</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="n">tid</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">])]</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDFPlus.createUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create the utility data base.</span>
+<span class="sd">        :param outputFile: Write utility data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">tid</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="si">}</span><span class="s1">:&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDFPlus.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="n">DenseFormatDFPlus</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="n">a</span><span class="o">.</span><span class="n">DenseFormatDFPlus</span><span class="p">()</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.denseDF2DB_dump</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.DF2DB.denseDF2DB_dump</h1><div class="highlight"><pre>
+<span></span><span class="c1"># DenseFormatDF_dump in this code the dense dataframe is converting databases into different transactional, temporal, utility types.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import DenseFormatDF_dump as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.DenseFormatDF_dump(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<div class="viewcode-block" id="DenseFormatDF">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF">[docs]</a>
+<span class="k">class</span> <span class="nc">DenseFormatDF</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This class create Data Base from DataFrame.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: dataframe :</span>
+<span class="sd">            It is dense DataFrame</span>
+<span class="sd">        :param condition: str :</span>
+<span class="sd">            It is condition to judge the value in dataframe</span>
+<span class="sd">        :param thresholdValue: int or float :</span>
+<span class="sd">            User defined value.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import DenseFormatDF_dump as db</span>
+
+<span class="sd">            obj = db.DenseFormatDF_dump(iDdf, &quot;&gt;=&quot;, 16)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+
+<span class="sd">            obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">thresholdValue</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">=</span> <span class="n">condition</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span> <span class="o">=</span> <span class="n">thresholdValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">)[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="DenseFormatDF.createTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTransactional">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransactional</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create transactional data base</span>
+
+<span class="sd">        :param outputFile: Write transactional data base into outputFile</span>
+
+<span class="sd">        :type outputFile: str</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;==&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;!=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span></div>
+
+
+
+
+<div class="viewcode-block" id="DenseFormatDF.createTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTemporal">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description: Create temporal data base</span>
+
+<span class="sd">        :param outputFile: Write temporal data base into outputFile</span>
+
+<span class="sd">        :type outputFile: str</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&gt;=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;&lt;&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;==&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">condition</span> <span class="o">==</span> <span class="s1">&#39;!=&#39;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">tid</span><span class="p">,</span> <span class="n">item</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdValue</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">transaction</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Condition error&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.createUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        :Description: Create the utility database.</span>
+
+<span class="sd">        :param outputFile:  Write utility database into outputFile</span>
+
+<span class="sd">        :type outputFile: str</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tids</span><span class="p">:</span>
+                <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">tid</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="si">}</span><span class="s1">:&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">df</span><span class="o">.</span><span class="n">at</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DenseFormatDF.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :return: outputFile name</span>
+
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">DenseFormatDF</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html b/sphinx/_build/html/_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html
new file mode 100644
index 000000000..3eb4807ab
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/DF2DB/sparseDF2DBPlus.html
@@ -0,0 +1,268 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.DF2DB.sparseDF2DBPlus &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
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+            PAMI
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+      <li class="breadcrumb-item active">PAMI.extras.DF2DB.sparseDF2DBPlus</li>
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+             
+  <h1>Source code for PAMI.extras.DF2DB.sparseDF2DBPlus</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SparseFormatDFPlus in this code the dense dataframe is converting databases into different transactional, temporal, utility types.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.DF2DB import SparseFormatDFPlus as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.SparseFormatDFPlus(idf, &quot;&gt;=&quot;, 16)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="SparseFormatDFPlus">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus">[docs]</a>
+<span class="k">class</span> <span class="nc">SparseFormatDFPlus</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This class create Data Base from DataFrame.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputDF: dataframe :</span>
+<span class="sd">            It is dense DataFrame</span>
+<span class="sd">        :param thresholdConditionDF: str :</span>
+<span class="sd">            It is condition to judge the value in dataframe</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.DF2DB import SparseFormatDFPlus as db</span>
+
+<span class="sd">            obj = db.SparseFormatDFPlus(iDdf, &quot;&gt;=&quot;, 16)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.createTransactional(&quot;outputFileName&quot;) # To create transactional database</span>
+
+<span class="sd">            obj.createTemporal(&quot;outputFileName&quot;) # To create temporal database</span>
+
+<span class="sd">            obj.createUtility(&quot;outputFileName&quot;) # To create utility database</span>
+
+<span class="sd">             obj.getFileName(&quot;outputFileName&quot;) # To get file name of the database</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputDF</span><span class="p">,</span> <span class="n">thresholdConditionDF</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span> <span class="o">=</span> <span class="n">inputDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">thresholdConditionDF</span> <span class="o">=</span> <span class="n">thresholdConditionDF</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresholdConditionDF</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;item&#39;</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;(condition == &quot;&gt;&quot; &amp; value &gt; threshold) | (condition == &quot;&gt;=&quot; &amp; value &gt;= threshold) |&#39;</span>
+                      <span class="s1">&#39;(condition == &quot;&lt;=&quot; &amp; value &lt;= threshold) | (condition == &quot;&lt;&quot; &amp; value &lt; threshold) |&#39;</span>
+                      <span class="s1">&#39;(condition == &quot;==&quot; &amp; value == threshold) | (condition == &quot;!=&quot; &amp; value != threshold)&#39;</span><span class="p">,</span>
+                      <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">,</span> <span class="s1">&#39;threshold&#39;</span><span class="p">,</span> <span class="s1">&#39;condition&#39;</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;item&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SparseFormatDFPlus.createTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTransactional">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransactional</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create transactional data base</span>
+<span class="sd">        :param outputFile: Write transactional data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseFormatDFPlus.createTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTemporal">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create temporal data base</span>
+<span class="sd">        :param outputFile: Write temporal data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;,</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseFormatDFPlus.createUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create the utility data base.</span>
+<span class="sd">        :param outputFile: Write utility data base into outputFile</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;item&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+        <span class="n">sums</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputDF</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+        <span class="n">index</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="n">index</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">items</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;:</span><span class="si">{</span><span class="n">sums</span><span class="p">[</span><span class="n">tid</span><span class="p">]</span><span class="si">}</span><span class="s1">:&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">values</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">[</span><span class="n">tid</span><span class="p">][</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="SparseFormatDFPlus.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">SparseFormatDFPlus</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">getFileName</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
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+  <h1>Source code for PAMI.extras.calculateMISValues.usingBeta</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.calculateMISValues import usingBeta as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.usingBeta(iFile, 16, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getPatternsAsDataFrame(&quot;outputFileName&quot;) # To create patterns as dataframes</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+
+<div class="viewcode-block" id="usingBeta">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta">[docs]</a>
+<span class="k">class</span> <span class="nc">usingBeta</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description: This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</span>
+<span class="sd">        </span>
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to get the patterns as DataFrame</span>
+<span class="sd">    :param  beta: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  threshold: int :</span>
+<span class="sd">                   The user can specify threshold either in count or proportion of database size. If the program detects the data type of threshold is integer, then it treats threshold is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">    from PAMI.extras.calculateMISValues import usingBeta as db</span>
+
+<span class="sd">    obj = db.usingBeta(iFile, 3, 16, &quot;\t&quot;)</span>
+
+<span class="sd">    obj.save(oFile)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_iFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_beta</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_threshold</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">beta</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">threshold</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_beta</span> <span class="o">=</span> <span class="n">beta</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">splitter</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">splitter</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingFrequentItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function creates frequent items from _database.</span>
+<span class="sd">        :return: frequentTidData that stores frequent items and their tid list.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">tidData</span><span class="p">:</span>
+                        <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+        <span class="c1">#mini = min([len(k) for k in tidData.values()])</span>
+        <span class="n">frequentTidData</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_beta</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">tidData</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">return</span> <span class="n">frequentTidData</span>
+
+<div class="viewcode-block" id="usingBeta.calculateMIS">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.calculateMIS">[docs]</a>
+    <span class="k">def</span> <span class="nf">calculateMIS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+            <span class="n">frequentItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingFrequentItems</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">frequentItems</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+              <span class="c1">#self._finalPatterns[x] = min([y, self._threshold])</span>
+                <span class="k">if</span> <span class="n">y</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span></div>
+
+
+<div class="viewcode-block" id="usingBeta.getMISDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.getMISDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMISDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing items and its respective minimum support in a dataframe</span>
+<span class="sd">        :return: returning items and its respective minimum support in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Items&#39;</span><span class="p">,</span> <span class="s1">&#39;MIS&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="usingBeta.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of items and its respective minimum support values will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+</div>
+
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+  <span class="n">cd</span> <span class="o">=</span> <span class="n">usingBeta</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+  <span class="n">cd</span><span class="o">.</span><span class="n">calculateMIS</span><span class="p">()</span>
+  <span class="n">cd</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.calculateMISValues.usingSD</li>
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+             
+  <h1>Source code for PAMI.extras.calculateMISValues.usingSD</h1><div class="highlight"><pre>
+<span></span><span class="c1">#This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.calculateMISValues import usingSD as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.usingSD(iFile, 16, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getPatterns(&quot;outputFileName&quot;) # To create patterns as dataframes</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">import</span> <span class="nn">statistics</span> <span class="k">as</span> <span class="nn">_statistics</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+
+<div class="viewcode-block" id="usingSD">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD">[docs]</a>
+<span class="k">class</span> <span class="nc">usingSD</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description: This code is used to calculate multiple minimum support of items in the the given database. Output can be stored in file or as as dataframe.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param sd: int :</span>
+<span class="sd">                   SD of items to mine complete set of frequent patterns.</span>
+<span class="sd">    :param  threshold: int :</span>
+<span class="sd">                   The user can specify threshold either in count or proportion of database size. If the program detects the data type of threshold is integer, then it treats threshold is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.calculateMISValues import usingSD as db</span>
+
+<span class="sd">            obj = db.usingSD(iFile, 16, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.getPatterns(&quot;outputFileName&quot;) # To create patterns in dataframe</span>
+
+<span class="sd">            obj.save(oFile)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_iFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_sd</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_threshold</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="p">{}</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">threshold</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">splitter</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">splitter</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingFrequentItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function creates frequent items from _database.</span>
+<span class="sd">        :return: frequentTidData that stores frequent items and their tid list.</span>
+<span class="sd">        :rtype: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">tidData</span><span class="p">:</span>
+                    <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tidData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+        <span class="n">mini</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">tidData</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">sd</span> <span class="o">=</span> <span class="n">_statistics</span><span class="o">.</span><span class="n">stdev</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">tidData</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">frequentTidData</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">-</span> <span class="n">sd</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">tidData</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">return</span> <span class="n">mini</span><span class="p">,</span> <span class="n">frequentTidData</span>
+
+<div class="viewcode-block" id="usingSD.calculateMIS">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.calculateMIS">[docs]</a>
+    <span class="k">def</span> <span class="nf">calculateMIS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">mini</span><span class="p">,</span> <span class="n">frequentItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingFrequentItems</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">frequentItems</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_threshold</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">mini</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span></div>
+
+
+<div class="viewcode-block" id="usingSD.getDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.getDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing Items and its respective calculated minimum support values in a dataframe</span>
+<span class="sd">        :return: returning Items and its respective calculated minimum support values in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Items&#39;</span><span class="p">,</span> <span class="s1">&#39;MIS&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="usingSD.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete Items and its respective calculated minimum support values will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">cd</span> <span class="o">=</span> <span class="n">usingSD</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="n">cd</span><span class="o">.</span><span class="n">calculateMIS</span><span class="p">()</span>
+    <span class="n">cd</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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new file mode 100644
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.FuzzyDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.dbStats.FuzzyDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># FuzzyDatabase is class to get stats of fuzzyDatabase.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import FuzzyDatabaseStats as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.FuzzyDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<div class="viewcode-block" id="FuzzyDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">FuzzyDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: FuzzyDatabase is class to get stats of fuzzyDatabase.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        inputFile : file</span>
+<span class="sd">            input file path</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+<span class="sd">            </span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumUtility()</span>
+<span class="sd">            get the minimum utility</span>
+<span class="sd">        getAverageUtility()</span>
+<span class="sd">            get the average utility</span>
+<span class="sd">        getMaximumUtility()</span>
+<span class="sd">            get the maximum utility</span>
+<span class="sd">        getSortedUtilityValuesOfItem()</span>
+<span class="sd">            get sorted utility values each item</span>
+
+<span class="sd">        **Importing this algorithm into a python program**</span>
+<span class="sd">        --------------------------------------------------------</span>
+<span class="sd">        .. code-block:: python</span>
+
+<span class="sd">                    from PAMI.extras.dbStats import FuzzyDatabaseStats as db</span>
+
+<span class="sd">                    obj = db.FuzzyDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">                    obj.run()</span>
+
+<span class="sd">                    obj.printStats()</span>
+
+<span class="sd">                    obj.save(oFile)</span>
+
+
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="FuzzyDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.creatingItemSets">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.creatingItemSets">[docs]</a>
+    <span class="k">def</span> <span class="nf">creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utility&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Utility&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                    <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                            <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">creatingItemSets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">)):</span>
+            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="mi">0</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+        <span class="c1"># percentage of 0 dense dataframe</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database</span>
+<span class="sd">        :return: dataset sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">matrixSize</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">matrixSize</span> <span class="o">-</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="n">matrixSize</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+    
+<div class="viewcode-block" id="FuzzyDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="c1">#print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getTotalUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sum of utility</span>
+<span class="sd">        :return: total utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getMinimumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum utility</span>
+<span class="sd">        :return: min utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getAverageUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average utility</span>
+<span class="sd">        :return: average utility</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getMaximumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum utility</span>
+<span class="sd">        :return: max utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="FuzzyDatabase.getSortedUtilityValuesOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedUtilityValuesOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedUtilityValuesOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted utility value each item. key is item and value is utility of item</span>
+<span class="sd">        :return: sorted dictionary utility value of item</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span></div>
+
+    
+<div class="viewcode-block" id="FuzzyDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+        
+<div class="viewcode-block" id="FuzzyDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">rangeFrequencies</span><span class="p">)</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">rangeFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;ts&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+    <span class="c1">#import PAMI.extras.dbStats.UtilityDatabase as uds</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+    <span class="c1">#obj = UtilityDatabase(data)</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">FuzzyDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        print(f&#39;Database size : {obj.getDatabaseSize()}&#39;)</span>
+<span class="sd">        print(f&#39;Minimum Transaction Size : {obj.getMinimumTransactionLength()}&#39;)</span>
+<span class="sd">        print(f&#39;Average Transaction Size : {obj.getAverageTransactionLength()}&#39;)</span>
+<span class="sd">        print(f&#39;Maximum Transaction Size : {obj.getMaximumTransactionLength()}&#39;)</span>
+<span class="sd">        print(f&#39;Standard Deviation Transaction Size : {obj.getStandardDeviationTransactionLength()}&#39;)</span>
+<span class="sd">        print(f&#39;Variance : {obj.getVarianceTransactionLength()}&#39;)</span>
+<span class="sd">        print(f&#39;Sparsity : {obj.getSparsity()}&#39;)</span>
+<span class="sd">        print(f&#39;Number of items : {obj.getTotalNumberOfItems()}&#39;)</span>
+<span class="sd">        print(f&#39;Minimum utility : {obj.getMinimumUtility()}&#39;)</span>
+<span class="sd">        print(f&#39;Average utility : {obj.getAverageUtility()}&#39;)</span>
+<span class="sd">        print(f&#39;Maximum utility : {obj.getMaximumUtility()}&#39;)</span>
+<span class="sd">        print(f&#39;sorted utility value each item : {obj.getSortedUtilityValuesOfItem()}&#39;)itemFrequencies = obj.getSortedListOfItemFrequencies()</span>
+<span class="sd">        transactionLength = obj.getTransanctionalLengthDistribution()</span>
+<span class="sd">        numberOfTransactionPerTimeStamp = obj.getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">        plt.plotLineGraphFromDictionary(itemFrequencies, 100, &#39;itemFrequencies&#39;, &#39;item rank&#39;, &#39;frequency&#39;)</span>
+<span class="sd">        plt.plotLineGraphFromDictionary(transactionLength, 100, &#39;transaction length&#39;, &#39;transaction length&#39;, &#39;frequency&#39;)</span>
+<span class="sd">        plt.plotLineGraphFromDictionary(numberOfTransactionPerTimeStamp, 100)&quot;&quot;&quot;</span>
+
+</pre></div>
+
+           </div>
+          </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html b/sphinx/_build/html/_modules/PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html
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index 000000000..8f50895b9
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats</li>
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+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats</h1><div class="highlight"><pre>
+<span></span><span class="c1"># MultipleTimeSeriesFuzzyDatabaseStats is class to get stats of multiple time series fuzzy database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import MultipleTimeSeriesFuzzyDatabaseStats as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.MultipleTimeSeriesDatabaseStats(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats">[docs]</a>
+<span class="k">class</span> <span class="nc">MultipleTimeSeriesFuzzyDatabaseStats</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  MultipleTimeSeriesDatabaseStats is class to get stats of multiple time series fuzzy database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">            input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getTotalNumberOfItems()</span>
+<span class="sd">            get the total number of items in a database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        convertDataIntoMatrix()</span>
+<span class="sd">            Convert the database into matrix form to calculate the sparsity and density of a database</span>
+<span class="sd">        getSparsity()</span>
+<span class="sd">            get sparsity value of database</span>
+<span class="sd">        getDensity()</span>
+<span class="sd">            get density value of database</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        printStats()</span>
+<span class="sd">            To print all the stats of the database</span>
+<span class="sd">        plotGraphs()</span>
+<span class="sd">            To plot all the graphs of frequency disctribution of items and transaction length distribution in database</span>
+<span class="sd">   </span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import MultipleTimeSeriesFuzzyDatabaseStats as db</span>
+
+<span class="sd">            obj = db.MultipleTimeSeriesFuzzyDatabaseStats(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">times</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="c1">#print(times, items, quantities)</span>
+                            <span class="n">_time</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">times</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tempList</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_time</span><span class="p">)):</span>
+                                <span class="n">ite</span> <span class="o">=</span> <span class="s2">&quot;(&quot;</span> <span class="o">+</span> <span class="n">_time</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> <span class="o">+</span> <span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span>
+                                <span class="n">tempList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ite</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">times</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">tempList</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">tempList</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="c1"># big_array = np.zeros((self.getDatabaseSize(), len(self.getSortedListOfItemFrequencies())))</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="c1"># new = pd.DataFrame.from_dict(itemsets)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">times</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemFrequencies</span><span class="p">:</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span></div>
+
+    
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+                   
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of transactions) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Transaction Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+  
+<div class="viewcode-block" id="MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="c1"># itemFrequencies = self.getFrequenciesInRange()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+    <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">MultipleTimeSeriesFuzzyDatabaseStats</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.SequentialDatabase</li>
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+             
+  <h1>Source code for PAMI.extras.dbStats.SequentialDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import SequentialDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.SequentialDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+
+<div class="viewcode-block" id="SequentialDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">SequentialDatabase</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">               input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">               separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        readDatabase():</span>
+<span class="sd">            read sequential database from input file and store into database and size of each sequence and subsequences.</span>
+<span class="sd">        getDatabaseSize(self):</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getTotalNumberOfItems(self):</span>
+<span class="sd">            get the number of items in database.</span>
+<span class="sd">        getMinimumSequenceLength(self):</span>
+<span class="sd">            get the minimum sequence length</span>
+<span class="sd">        getAverageSubsequencePerSequenceLength(self):</span>
+<span class="sd">            get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</span>
+<span class="sd">        getAverageItemPerSubsequenceLength(self):</span>
+<span class="sd">            get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</span>
+<span class="sd">        getMaximumSequenceLength(self):</span>
+<span class="sd">            get the maximum sequence length</span>
+<span class="sd">        getStandardDeviationSubsequenceLength(self):</span>
+<span class="sd">            get the standard deviation subsequence length</span>
+<span class="sd">        getVarianceSequenceLength(self):</span>
+<span class="sd">            get the variance Sequence length</span>
+<span class="sd">        getSequenceSize(self):</span>
+<span class="sd">            get the size of sequence</span>
+<span class="sd">        getMinimumSubsequenceLength(self):</span>
+<span class="sd">            get the minimum subsequence length</span>
+<span class="sd">        getAverageItemPerSequenceLength(self):</span>
+<span class="sd">            get the average item length per sequence. It is sum of all item length divided by sequence length.</span>
+<span class="sd">        getMaximumSubsequenceLength(self):</span>
+<span class="sd">            get the maximum subsequence length</span>
+<span class="sd">        getStandardDeviationSubsequenceLength(self):</span>
+<span class="sd">            get the standard deviation subsequence length</span>
+<span class="sd">        getVarianceSubsequenceLength(self):</span>
+<span class="sd">            get the variance subSequence length</span>
+<span class="sd">        getSortedListOfItemFrequencies(self):</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getFrequenciesInRange(self):</span>
+<span class="sd">            get sorted list of item frequencies in some range</span>
+<span class="sd">        getSequencialLengthDistribution(self):</span>
+<span class="sd">            get Sequence length Distribution</span>
+<span class="sd">        getSubsequencialLengthDistribution(self):</span>
+<span class="sd">            get subSequence length distribution</span>
+<span class="sd">        printStats(self):</span>
+<span class="sd">            to print the all status of sequence database</span>
+<span class="sd">        plotGraphs(self):</span>
+<span class="sd">            to plot the  distribution about items, subsequences in sequence and items in subsequence</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import SequentialDatabase as db</span>
+
+<span class="sd">            obj = db.SequentialDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 SequentialDatabase.py &lt;inputFile&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 SequentialDatabase.py sampleDB.txt</span>
+
+<span class="sd">      (.venv) $ python3 SequentialDatabase.py sampleDB.txt</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">        import PAMI.extra.DBstats.SequentialDatabase as alg</span>
+<span class="sd">        _ap=alg.SequentialDatabase(inputfile,sep)</span>
+<span class="sd">        _ap.readDatabase()</span>
+<span class="sd">        _ap.printStats()</span>
+<span class="sd">        _ap.plotGraphs()</span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------------</span>
+<span class="sd">        The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="SequentialDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read sequential database from input file and store into database and size of each sequence and subsequences.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="n">rowNum</span><span class="o">=</span><span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                            <span class="n">tempSorted</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">())))</span>
+                            <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                    <span class="n">rowNum</span><span class="o">+=</span><span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">seq</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">rowNum</span><span class="p">]</span><span class="o">=</span><span class="n">seq</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">rowNum</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                        <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                        <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                        <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                        <span class="n">subseq</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                                <span class="n">tempSorted</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">())))</span>
+                                <span class="n">subseq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">))</span>
+                                <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">)</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                                <span class="n">subseq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+                        <span class="k">if</span> <span class="n">subseq</span><span class="o">!=</span><span class="p">[]:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">subseq</span><span class="p">)</span>
+                        <span class="n">rowNum</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">if</span> <span class="n">seq</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">rowNum</span><span class="p">]</span> <span class="o">=</span> <span class="n">seq</span></div>
+
+
+
+<div class="viewcode-block" id="SequentialDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getMinimumSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum sequence length</span>
+<span class="sd">        :return: minimum sequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getAverageSubsequencePerSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageSubsequencePerSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageSubsequencePerSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</span>
+<span class="sd">        :return: average subsequence length per sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getAverageItemPerSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageItemPerSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</span>
+<span class="sd">        :return: average Item length per subsequence</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">sum</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getMaximumSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum sequence length</span>
+<span class="sd">        :return: maximum sequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getStandardDeviationSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation sequence length</span>
+<span class="sd">        :return: standard deviation sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getVarianceSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance Sequence length</span>
+<span class="sd">        :return: variance Sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getSequenceSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequenceSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSequenceSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of sequence</span>
+<span class="sd">        :return: sequences size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getMinimumSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum subsequence length</span>
+<span class="sd">        :return: minimum subsequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getAverageItemPerSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageItemPerSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average item length per sequence. It is sum of all item length divided by sequence length.</span>
+<span class="sd">        :return: average item length per sequence</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">sum</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getMaximumSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum subsequence length</span>
+<span class="sd">        :return: maximum subsequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getStandardDeviationSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation subsequence length</span>
+<span class="sd">        :return: standard deviation subsequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">allList</span><span class="o">=</span><span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="n">allList</span><span class="o">=</span><span class="n">allList</span><span class="o">+</span><span class="n">i</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="n">allList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getVarianceSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance subSequence length</span>
+<span class="sd">        :return: variance subSequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">allList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="n">allList</span> <span class="o">=</span> <span class="n">allList</span> <span class="o">+</span> <span class="n">i</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="n">allList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">sub</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">seq</span><span class="p">]:</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">sub</span><span class="p">:</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies in some range</span>
+<span class="sd">        :return: item separated by its frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">va</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">va</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getSequencialLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequencialLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSequencialLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get Sequence length Distribution</span>
+<span class="sd">        :return: Sequence length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.getSubsequencialLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSubsequencialLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSubsequencialLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get subSequence length distribution</span>
+<span class="sd">        :return: subSequence length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">sublen</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="n">sublen</span><span class="p">:</span>
+                <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To print the all status of sequence database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of sequence) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageSubsequencePerSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Sequence Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sequence size (total no of subsequence) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSequenceSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageItemPerSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Sequence Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SequentialDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To plot the  distribution about items, subsequences in sequence and items in subsequence</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">seqLen</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSequencialLengthDistribution</span><span class="p">()</span>
+        <span class="n">subLen</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">getSubsequencialLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">seqLen</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;sequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;sequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">subLen</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;subsequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;subsequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span><span class="o">=</span><span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">3</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">2</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">3</span><span class="p">:</span>
+            <span class="n">_ap</span><span class="o">=</span><span class="n">SequentialDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SequentialDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/dbStats/TemporalDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/dbStats/TemporalDatabase.html
new file mode 100644
index 000000000..132cf950f
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+  <h1>Source code for PAMI.extras.dbStats.TemporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># TemporalDatabase is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import TemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.TemporalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Union</span>
+
+
+<div class="viewcode-block" id="TemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">TemporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   TemporalDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile : file</span>
+<span class="sd">            input file path</span>
+
+<span class="sd">        :param sep : str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumPeriod()</span>
+<span class="sd">            get the minimum period</span>
+<span class="sd">        getAveragePeriod()</span>
+<span class="sd">            get the average period</span>
+<span class="sd">        getMaximumPeriod()</span>
+<span class="sd">            get the maximum period</span>
+<span class="sd">        getStandardDeviationPeriod()</span>
+<span class="sd">            get the standard deviation period</span>
+<span class="sd">        getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">            get number of transactions per time stamp. This time stamp range is 1 to max period.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import TemporalDatabase as db</span>
+
+<span class="sd">            obj = db.TemporalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="TemporalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        And store the period between transactions as list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="n">timeStampList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">timeStampList</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span> <span class="o">-</span> <span class="n">preTimeStamp</span><span class="p">)</span>
+            <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="n">ts</span>
+
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periods</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="c1"># print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getPeriodsInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getPeriodsInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPeriodsInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])}</span>
+        <span class="n">rangePeriods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="c1"># print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangePeriods</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangePeriods</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangePeriods</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMinimumInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum inter arrival period</span>
+<span class="sd">        :return: minimum inter arrival period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getAverageInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average inter arrival period. It is sum of all period divided by number of period.</span>
+<span class="sd">        :return: average inter arrival period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalPeriod</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalPeriod</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMaximumInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum inter arrival period</span>
+<span class="sd">        :return: maximum inter arrival period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMinimumPeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumPeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumPeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum period of the item</span>
+<span class="sd">        :return: minimum period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getAveragePeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAveragePeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAveragePeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average period of the item</span>
+<span class="sd">        :return: average period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getMaximumPeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumPeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumPeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum period of the item</span>
+<span class="sd">        :return: maximum period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getStandardDeviationPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation period</span>
+<span class="sd">        :return: standard deviation period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getNumberOfTransactionsPerTimestamp">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getNumberOfTransactionsPerTimestamp">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfTransactionsPerTimestamp</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get number of transactions per time stamp</span>
+<span class="sd">        :return: number of transactions per time stamp as dict</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maxTS</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">ts</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">maxTS</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum periodicity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumPeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average periodicity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAveragePeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum periodicicty : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumPeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;no of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span>
+                                        <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;tid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="c1"># data = pd.DataFrame.from_dict(&#39;temporal_T10I4D100K.csv&#39;)</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Please provide two arguments.&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">obj</span> <span class="o">=</span> <span class="n">TemporalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">obj1</span> <span class="o">=</span> <span class="n">TemporalDatabase</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
+        <span class="n">obj1</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">obj1</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">obj1</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+            <span class="n">obj1</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No data found in the database.&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.TransactionalDatabase</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.dbStats.TransactionalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Transactional Database is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import TransactionalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.TransactionalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+
+<div class="viewcode-block" id="TransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">TransactionalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  TransactionalDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">            input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumPeriod()</span>
+<span class="sd">            get the minimum period</span>
+<span class="sd">        getAveragePeriod()</span>
+<span class="sd">            get the average period</span>
+<span class="sd">        getMaximumPeriod()</span>
+<span class="sd">            get the maximum period</span>
+<span class="sd">        getStandardDeviationPeriod()</span>
+<span class="sd">            get the standard deviation period</span>
+<span class="sd">        getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">            get number of transactions per time stamp. This time stamp range is 1 to max period.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import TransactionalDatabase as db</span>
+
+<span class="sd">            obj = db.TransactionalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="TransactionalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># self.creatingItemSets()</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="c1"># big_array = np.zeros((self.getDatabaseSize(), len(self.getSortedListOfItemFrequencies())))</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="c1"># new = pd.DataFrame.from_dict(itemsets)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span></div>
+
+    
+<div class="viewcode-block" id="TransactionalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get transaction length</span>
+<span class="sd">        :return: a dictionary with transaction length as keys and their total length as values</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+                   
+<div class="viewcode-block" id="TransactionalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of transactions) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Transaction Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+  
+<div class="viewcode-block" id="TransactionalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="c1"># itemFrequencies = self.getFrequenciesInRange()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;tid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="c1"># data = pd.DataFrame.from_dict(&#39;transactional_T10I4D100K.csv&#39;)</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+    <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+    <span class="c1"># obj = TransactionalDatabase(data)</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+
+
+
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.UncertainTemporalDatabase</li>
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+             
+  <h1>Source code for PAMI.extras.dbStats.UncertainTemporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UncertainTemporalDatabase is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import UncertainTemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.UncertainTemporalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">UncertainTemporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: UncertainTemporalDatabaseStats is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile : file</span>
+<span class="sd">            input file path</span>
+
+<span class="sd">        :param sep : str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumPeriod()</span>
+<span class="sd">            get the minimum period</span>
+<span class="sd">        getAveragePeriod()</span>
+<span class="sd">            get the average period</span>
+<span class="sd">        getMaximumPeriod()</span>
+<span class="sd">            get the maximum period</span>
+<span class="sd">        getStandardDeviationPeriod()</span>
+<span class="sd">            get the standard deviation period</span>
+<span class="sd">        getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">            get number of transactions per time stamp. This time stamp range is 1 to max period.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import UncertainTemporalDatabase as db</span>
+
+<span class="sd">            obj = db.UncertainTemporalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        And store the period between transactions as list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="n">timeStampList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">timeStampList</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span> <span class="o">-</span> <span class="n">preTimeStamp</span><span class="p">)</span>
+            <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="n">ts</span></div>
+
+
+        <span class="c1"># for line in self.Database:</span>
+        <span class="c1">#     numberOfTransaction += 1</span>
+        <span class="c1">#     self.database[numberOfTransaction] = line[1:]</span>
+        <span class="c1">#     self.timeStampCount[int(line[0])] = self.timeStampCount.get(int(line[0]), 0)</span>
+        <span class="c1">#     self.timeStampCount[int(line[0])] += 1</span>
+        <span class="c1"># self.lengthList = [len(s) for s in self.database.values()]</span>
+        <span class="c1"># timeStampList = sorted(list(self.timeStampCount.keys()))</span>
+        <span class="c1"># preTimeStamp = 0</span>
+        <span class="c1"># for ts in timeStampList:</span>
+        <span class="c1">#     self.periodList.append(int(ts)-preTimeStamp)</span>
+        <span class="c1">#     preTimeStamp = ts</span>
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+    
+<div class="viewcode-block" id="UncertainTemporalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="c1">#print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getMinimumPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum period</span>
+<span class="sd">        :return: minimum period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getAveragePeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAveragePeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAveragePeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average period. It is sum of all period divided by number of period.</span>
+<span class="sd">        :return: average period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalPeriod</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalPeriod</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getMaximumPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum period</span>
+<span class="sd">        :return: maximum period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getStandardDeviationPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation period</span>
+<span class="sd">        :return: standard deviation period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfTransactionsPerTimestamp</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get number of transactions per time stamp</span>
+<span class="sd">        :return: number of transactions per time stamp as dict</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maxTS</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">ts</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">maxTS</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)}</span></div>
+
+   
+<div class="viewcode-block" id="UncertainTemporalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAveragePeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+  
+<div class="viewcode-block" id="UncertainTemporalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="c1">#numberOfTransactionPerTimeStamp = self.getNumberOfTransactionsPerTimestamp()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;no of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+        <span class="c1">#plt.plotLineGraphFromDictionary(numberOfTransactionPerTimeStamp, 100)</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;ts&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">UncertainTemporalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+
+
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.UncertainTransactionalDatabase</li>
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+             
+  <h1>Source code for PAMI.extras.dbStats.UncertainTransactionalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UncertainTransactionalDatabase is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import UncertainTransactionalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.UncertainTransactionalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">UncertainTransactionalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:    UncertainTransactionalDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        inputFile : file</span>
+<span class="sd">            input file path</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getVarianceTransactionLength()</span>
+<span class="sd">            get the variance of transaction length</span>
+<span class="sd">        getSparsity()</span>
+<span class="sd">            get the sparsity of database</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import UncertainTransactionalDatabase as db</span>
+
+<span class="sd">            obj = db.UncertainTransactionalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># self.creatingItemSets()</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="c1"># big_array = np.zeros((self.getDatabaseSize(), len(self.getSortedListOfItemFrequencies())))</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="c1"># new = pd.DataFrame.from_dict(itemsets)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of transactions) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Transaction Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UncertainTransactionalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">UncertainTransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/dbStats/UtilityDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/dbStats/UtilityDatabase.html
new file mode 100644
index 000000000..2dcbe2572
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.dbStats.UtilityDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.dbStats.UtilityDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UtilityDatabase is a code used to get stats of the database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.dbStats import UtilityDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.UtilityDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Union</span>
+
+<div class="viewcode-block" id="UtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">UtilityDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  UtilityDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">           input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import UtilityDatabase as db</span>
+
+<span class="sd">            obj = db.UtilityDatabase(iFile, &quot;\t&quot; )</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator in file</span>
+<span class="sd">        :type sep: str or</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="UtilityDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.creatingItemSets">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.creatingItemSets">[docs]</a>
+    <span class="k">def</span> <span class="nf">creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utility&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Utility&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;http://&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;https://&quot;</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                    <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                            <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">creatingItemSets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">)):</span>
+            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="mi">0</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: size of database</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+        <span class="c1"># percentage of 0 dense dataframe</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database</span>
+<span class="sd">        :return: sparsity of database in floating values</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">matrixSize</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">matrixSize</span> <span class="o">-</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="n">matrixSize</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+    
+<div class="viewcode-block" id="UtilityDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to get the Frequencies in range</span>
+<span class="sd">        :return: Frequencies In Range</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="c1">#print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: a dictionary of Transaction Length Distribution</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getTotalUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sum of utility</span>
+<span class="sd">        :return: total utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getMinimumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum utility</span>
+<span class="sd">        :return: integer value of minimum utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getAverageUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average utility</span>
+<span class="sd">        :return: average utility</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getMaximumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum utility</span>
+<span class="sd">        :return: integer value of maximum utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="UtilityDatabase.getSortedUtilityValuesOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedUtilityValuesOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedUtilityValuesOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted utility value each item. key is item and value is utility of item</span>
+<span class="sd">        :return: sorted dictionary utility value of item</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span></div>
+
+    
+<div class="viewcode-block" id="UtilityDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+        
+    
+<div class="viewcode-block" id="UtilityDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;no of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+    <span class="k">try</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">3</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Missing some of the input parameters. Format: python UtilityDatabase.py &lt;fileName&gt; &lt;seperator (optional)&gt;&quot;</span><span class="p">)</span>
+
+        <span class="n">iFile</span><span class="p">,</span> <span class="n">separator</span> <span class="o">=</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+        <span class="n">obj</span> <span class="o">=</span> <span class="n">UtilityDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">separator</span><span class="p">)</span>
+        <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">obj</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+            <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No data found in the database.&quot;</span><span class="p">)</span>
+
+    <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">ve</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;ValueError: </span><span class="si">{</span><span class="n">ve</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/fuzzyTransformation/temporalToFuzzy.html b/sphinx/_build/html/_modules/PAMI/extras/fuzzyTransformation/temporalToFuzzy.html
new file mode 100644
index 000000000..c0cf0fcdc
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/fuzzyTransformation/temporalToFuzzy.html
@@ -0,0 +1,319 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.fuzzyTransformation.temporalToFuzzy</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.fuzzyTransformation.temporalToFuzzy</h1><div class="highlight"><pre>
+<span></span><span class="c1"># temporalToFuzzy is used to convert the transactional database into Fuzzy transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.FuzzyTransformation import temporalToFuzzy as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.temporalToFuzzy(iFile, FuzFile, oFile, &quot;\t&quot; )</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startConvert()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.extras.fuzzyTransformation</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<div class="viewcode-block" id="temporalToFuzzy">
+<a class="viewcode-back" href="../../../../PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy">[docs]</a>
+<span class="k">class</span> <span class="nc">temporalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_convert</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:</span>
+<span class="sd">            temporalToFuzzy is used to convert the temporal database into Fuzzy temporal database.</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  fuzFile: str :</span>
+<span class="sd">                   Name of the Fuzzy File to process set of data.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.FuzzyTransformation import temporalToFuzzy as db</span>
+
+<span class="sd">            obj = db.temporalToFuzzy(iFile, FuzFile, oFile, &quot;\t&quot; )</span>
+
+<span class="sd">            obj.startConvert()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_iFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_fuzFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_oFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">fuzFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">oFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzFile</span> <span class="o">=</span> <span class="n">fuzFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">oFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">          To process the input file and store the timestamps, items, and their values as lists respectively.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_fuzzyMembershipFunc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The Fuzzy file is processed and labels created according the boundaries specified in input file.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">lowerBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">upperBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">lb_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">ub_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">int</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">lb_Label</span><span class="p">,</span> <span class="n">ub_Label</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">ub_Label</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">ub_Label</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+            <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_Regions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculate the labelled region of input &quot;quantity&quot;</span>
+<span class="sd">        :param quantity: represents the quantity of item</span>
+<span class="sd">        :type quantity: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">elif</span> <span class="n">quantity</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">base</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+            <span class="k">return</span>
+
+<div class="viewcode-block" id="temporalToFuzzy.startConvert">
+<a class="viewcode-back" href="../../../../PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy.startConvert">[docs]</a>
+    <span class="k">def</span> <span class="nf">startConvert</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method to convert the temporal database into fuzzy database.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">_writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyMembershipFunc</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">fuzzyValues_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="n">ss</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="n">fuzzyValues_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regionsList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">fuzzy_ref</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">]</span> <span class="o">=</span> <span class="n">regionsList</span>
+                <span class="n">s1</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="k">if</span> <span class="n">i</span><span class="o">!=</span><span class="mi">0</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">s1</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">item</span> <span class="o">+</span> <span class="s1">&#39;.&#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                    <span class="n">st</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="mi">2</span><span class="p">)</span>
+                    <span class="n">ss</span> <span class="o">=</span> <span class="n">ss</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">st</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">s2</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="n">ss</span>
+            <span class="n">_writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s2</span><span class="p">)</span></div>
+</div>
+
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">temporalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">temporalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span>  <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startConvert</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/fuzzyTransformation/transactionalToFuzzy.html b/sphinx/_build/html/_modules/PAMI/extras/fuzzyTransformation/transactionalToFuzzy.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.fuzzyTransformation.transactionalToFuzzy</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.fuzzyTransformation.transactionalToFuzzy</h1><div class="highlight"><pre>
+<span></span><span class="c1"># transactionalToFuzzy is used to convert the transactional database into Fuzzy transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.FuzzyTransformation import transactionalToFuzzyTimeSeries as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.transactionalToFuzzy(iFile, FuzFile, oFile, &quot;\t&quot; )</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startConvert()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.extras.fuzzyTransformation</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<div class="viewcode-block" id="transactionalToFuzzy">
+<a class="viewcode-back" href="../../../../PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy">[docs]</a>
+<span class="k">class</span> <span class="nc">transactionalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_convert</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:</span>
+<span class="sd">            transactionalToFuzzy is used to convert the transactional database into Fuzzy transactional database.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                        Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                       Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  fuzFile: str :</span>
+<span class="sd">                       Name of the FuzFile to process set of data.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                       This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">    finalPatterns : dict</span>
+<span class="sd">                  Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">     .. code-block:: python</span>
+
+<span class="sd">             from PAMI.extras.FuzzyTransformation import transactionalToFuzzy as db</span>
+
+<span class="sd">             obj = db.transactionalToFuzzy(iFile, FuzFile, oFile, &quot;\t&quot; )</span>
+
+<span class="sd">             obj.startConvert()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_iFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_fuzFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_oFile</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">fuzFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">oFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzFile</span> <span class="o">=</span> <span class="n">fuzFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">oFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To process the input file and store the timestamps, items, and their values as lists respectively.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="c1">#self._tsDB.append(int(items[0]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="c1">#self._tsDB.append(int(items[0]))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_fuzzyMembershipFunc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The Fuzzy file is processed and labels created according the boundaries specified in input file.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">lowerBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">upperBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">lb_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">ub_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">int</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">lb_Label</span><span class="p">,</span> <span class="n">ub_Label</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">ub_Label</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">ub_Label</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+            <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_Regions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculate the labelled region of input &quot;quantity&quot;</span>
+<span class="sd">        :param quantity: represents the quantity of item</span>
+<span class="sd">        :type quantity: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">elif</span> <span class="n">quantity</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">base</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+            <span class="k">return</span>
+
+<div class="viewcode-block" id="transactionalToFuzzy.startConvert">
+<a class="viewcode-back" href="../../../../PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy.startConvert">[docs]</a>
+    <span class="k">def</span> <span class="nf">startConvert</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method to convert the temporal database into fuzzy database.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">_writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyMembershipFunc</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">fuzzyValues_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsDB</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="n">ss</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="n">fuzzyValues_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regionsList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">fuzzy_ref</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">]</span> <span class="o">=</span> <span class="n">regionsList</span>
+                <span class="n">s1</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="k">if</span> <span class="n">i</span><span class="o">!=</span><span class="mi">0</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">s1</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">item</span> <span class="o">+</span> <span class="s1">&#39;.&#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                    <span class="n">st</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="mi">2</span><span class="p">)</span>
+                    <span class="n">ss</span> <span class="o">=</span> <span class="n">ss</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">st</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">s2</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="n">ss</span>
+            <span class="n">_writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s2</span><span class="p">)</span></div>
+</div>
+
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">transactionalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">transactionalToFuzzy</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startConvert</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase</li>
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+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.generateDatabase.generateSpatioTemporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># generateSpatioTemporalDatabase is a code used to convert the database into SpatioTemporal database.</span>
+<span class="c1">#</span>
+<span class="c1">#   **Importing this algorithm into a python program**</span>
+<span class="c1">#   --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.generateDatabase import generateSpatioTemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.generateSpatioTemporalDatabase(0, 100, 0, 100, 10, 10, 0.5, 0.9, 0.5, 0.9)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createPoint(0,100,0,100) # values can be according to the size of data</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.saveAsFile(&quot;outputFileName&quot;) # To create a file</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">rand</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="spatioTemporalDatabaseGenerator">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator">[docs]</a>
+<span class="k">class</span> <span class="nc">spatioTemporalDatabaseGenerator</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:   generateSpatioTemporalDatabase is a code used to convert the database into SpatioTemporal database.</span>
+
+<span class="sd">    :param  xmin: int :</span>
+<span class="sd">            To give minimum value for x</span>
+<span class="sd">    :param  xmax: int :</span>
+<span class="sd">            To give maximum value for x</span>
+<span class="sd">    :param  ymin: int :</span>
+<span class="sd">            To give minimum value for y</span>
+<span class="sd">    :param  ymax: int :</span>
+<span class="sd">             To give maximum value for y</span>
+<span class="sd">    :param maxTimeStamp: int :</span>
+<span class="sd">            maximum Time Stamp for the database</span>
+<span class="sd">    :param numberOfItems: int :</span>
+<span class="sd">            number of items in the database</span>
+<span class="sd">    :param itemChanceLow: int or float :</span>
+<span class="sd">            least chance for item in the database</span>
+<span class="sd">    :param itemChanceHigh: int or float :</span>
+<span class="sd">            highest chance for item in the database</span>
+<span class="sd">    :param timeStampChanceLow: int or float :</span>
+<span class="sd">            lowest time stamp value</span>
+<span class="sd">    :param timeStampChanceHigh: int or float:</span>
+<span class="sd">            highest time stamp value</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.generateDatabase import generateSpatioTemporalDatabase as db</span>
+
+<span class="sd">            obj = db.generateSpatioTemporalDatabase(0, 100, 0, 100, 10, 10, 0.5, 0.9, 0.5, 0.9)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.createPoint(0,100,0,100) # values can be according to the size of data</span>
+
+<span class="sd">            obj.saveAsFile(&quot;outputFileName&quot;) # To create a file</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">coinFlip</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]</span>
+    <span class="n">timestamp</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+    <span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+    <span class="n">alreadyAdded</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+    <span class="n">outFileName</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
+
+<div class="viewcode-block" id="spatioTemporalDatabaseGenerator.createPoint">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.createPoint">[docs]</a>
+    <span class="k">def</span> <span class="nf">createPoint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">xmin</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">xmax</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">ymin</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">ymax</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">rand</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">)</span>
+        <span class="n">y</span> <span class="o">=</span> <span class="n">rand</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">)</span>
+        <span class="n">coordinate</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">coordinate</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">xmin</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span><span class="n">xmax</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span><span class="n">ymin</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span><span class="n">ymax</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span><span class="n">maxTimeStamp</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span><span class="n">numberOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">itemChanceLow</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
+                 <span class="n">itemChanceHigh</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">timeStampChanceLow</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
+                 <span class="n">timeStampChanceHigh</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">coinFlip</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]</span>
+        <span class="n">timeStamp</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStampList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+        <span class="k">while</span> <span class="n">timeStamp</span> <span class="o">!=</span> <span class="n">maxTimeStamp</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">itemSet</span><span class="o">=</span><span class="nb">list</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">numberOfItems</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+                <span class="c1">#rand1=rand.rand(itemChanceLow,itemChanceHigh)</span>
+                <span class="c1">#rand2 = rand.rand(timeStampChanceLow, timeStampChanceHigh)</span>
+                <span class="k">if</span> <span class="n">rand</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">coinFlip</span><span class="p">,</span> <span class="n">weights</span><span class="o">=</span><span class="p">[</span><span class="n">itemChanceLow</span><span class="p">,</span><span class="n">itemChanceHigh</span><span class="p">],</span> <span class="n">k</span><span class="o">=</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span>
+                    <span class="n">coordinate</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">createPoint</span><span class="p">(</span><span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">)</span>
+                    <span class="n">coordinate</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">coordinate</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">coordinate</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">alreadyAdded</span><span class="p">:</span>
+                        <span class="n">coordinate</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">coordinate</span><span class="p">)</span>
+                        <span class="n">itemSet</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">coordinate</span><span class="p">)</span>
+                        <span class="n">coordinate</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">coordinate</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">alreadyAdded</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">coordinate</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">itemSet</span> <span class="o">!=</span> <span class="p">[]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="n">timeStamp</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="n">itemSet</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">rand</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">coinFlip</span><span class="p">,</span> <span class="n">weights</span><span class="o">=</span><span class="p">[</span><span class="n">itemChanceLow</span><span class="p">,</span><span class="n">itemChanceHigh</span><span class="p">],</span> <span class="n">k</span><span class="o">=</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span>
+                 <span class="n">timeStamp</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outFileName</span> <span class="o">=</span> <span class="s2">&quot;temporal_&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">maxTimeStamp</span> <span class="o">//</span> <span class="mi">1000</span><span class="p">)</span> <span class="o">+</span> \
+                           <span class="s2">&quot;KI&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">numberOfItems</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;C&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">itemChanceLow</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;T&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">timeStampChanceLow</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.csv&quot;</span>
+
+
+
+
+<div class="viewcode-block" id="spatioTemporalDatabaseGenerator.saveAsFile">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.saveAsFile">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsFile</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFileName</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">outFileName</span> <span class="o">!=</span> <span class="s2">&quot;&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">outFileName</span> <span class="o">=</span> <span class="n">outFileName</span>
+
+        <span class="n">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">outFileName</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">timeStampList</span><span class="p">)):</span>
+            <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">timeStampList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">])):</span>
+                <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                    <span class="n">sep</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]))</span>
+            <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+        <span class="n">file</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">xmin</span><span class="o">=</span><span class="mi">0</span>
+    <span class="n">xmax</span><span class="o">=</span><span class="mi">100</span>
+    <span class="n">ymin</span><span class="o">=</span><span class="mi">0</span>
+    <span class="n">ymax</span><span class="o">=</span><span class="mi">100</span>
+    <span class="n">maxTimeStamp</span> <span class="o">=</span> <span class="mi">10</span>
+    <span class="n">numberOfItems</span> <span class="o">=</span> <span class="mi">10</span>
+    <span class="n">itemChanceLow</span> <span class="o">=</span> <span class="mf">0.5</span>
+    <span class="n">itemChanceHigh</span> <span class="o">=</span> <span class="mf">0.9</span>
+    <span class="n">timeStampChanceLow</span> <span class="o">=</span> <span class="mf">0.5</span>
+    <span class="n">timeStampChanceHigh</span> <span class="o">=</span> <span class="mf">0.9</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">spatioTemporalDatabaseGenerator</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">saveAsFile</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/generateDatabase/generateTemporalDatabase.html
new file mode 100644
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+<!DOCTYPE html>
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+  <title>PAMI.extras.generateDatabase.generateTemporalDatabase &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.generateDatabase.generateTemporalDatabase</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.generateDatabase.generateTemporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># generateTemporalDatabase is a code used to convert the database into Temporal database.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.generateDatabase import generateTemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.generateTemporalDatabase(100, 10, 6, oFile, %, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getFileName(&quot;outputFileName&quot;) # to create a file</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.getDatabaseAsDataFrame(&quot;outputFileName&quot;) # to convert database into dataframe</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.createTemporalFile(&quot;outputFileName&quot;) # to get outputfile</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Union</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<div class="viewcode-block" id="generateTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">generateTemporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   generateTemporalDatabase creates a temporal database and outputs a database or a frame depending on input</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        :param numOfTransactions: int</span>
+<span class="sd">            number of transactions</span>
+<span class="sd">        :param avgLenOfTransactions: int</span>
+<span class="sd">            average length of transactions</span>
+<span class="sd">        :param numItems: int</span>
+<span class="sd">            number of items</span>
+<span class="sd">        :param outputFile: str</span>
+<span class="sd">            output file name</span>
+<span class="sd">        :param percentage: int</span>
+<span class="sd">            percentage of coinToss for TID of temporalDatabase</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            seperator for database output file</span>
+<span class="sd">        :param typeOfFile: str</span>
+<span class="sd">            specify database or dataframe to get corresponding output</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        getFileName():</span>
+<span class="sd">            returns filename</span>
+<span class="sd">        createTemporalFile():</span>
+<span class="sd">            creates temporal database file or dataframe</span>
+<span class="sd">        getDatabaseAsDataFrame:</span>
+<span class="sd">            returns dataframe</span>
+<span class="sd">        performCoinFlip():</span>
+<span class="sd">            Perform a coin flip with the given probability</span>
+<span class="sd">        tuning():</span>
+<span class="sd">            Tune the arrayLength to match avgLenOfTransactions</span>
+<span class="sd">        createTemporalFile():</span>
+<span class="sd">            create Temporal database or dataframe depending on input</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.generateDatabase import generateTemporalDatabase as db</span>
+
+<span class="sd">            numOfTransactions = 100</span>
+<span class="sd">            numItems = 15</span>
+<span class="sd">            avgTransactionLength = 6</span>
+<span class="sd">            outFileName = &#39;temporal_ot.txt&#39;</span>
+<span class="sd">            sep = &#39;\t&#39;</span>
+<span class="sd">            percent = 75</span>
+<span class="sd">            frameOrBase = &quot;dataframe&quot; # if you want to get dataframe as output</span>
+<span class="sd">            frameOrBase = &quot;database&quot; # if you want to get database/csv/file as output</span>
+
+<span class="sd">            temporalDB = db.generateTemporalDatabase(numOfTransactions, avgTransactionLength, numItems, outFileName, percent, sep, frameOrBase )</span>
+<span class="sd">            temporalDB.createTemporalFile()</span>
+<span class="sd">            print(temporalDB.getDatabaseAsDataFrame())</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numOfTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgLenOfTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> 
+                 <span class="n">numItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">percentage</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span>
+                 <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">typeOfFile</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;Database&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :Description:   Initialize the generateTemporalDatabase class</span>
+
+<span class="sd">        :Attributes:</span>
+<span class="sd">            :param numOfTransactions: int</span>
+<span class="sd">                number of transactions</span>
+<span class="sd">            :param avgLenOfTransactions: int</span>
+<span class="sd">                average length of transactions</span>
+<span class="sd">            :param numItems: int</span>
+<span class="sd">                number of items</span>
+<span class="sd">            :param outputFile: str</span>
+<span class="sd">                output file name</span>
+<span class="sd">            :param percentage: int</span>
+<span class="sd">                percentage of coinToss for TID of temporalDatabase</span>
+<span class="sd">            :param sep: str</span>
+<span class="sd">                seperator for database output file</span>
+<span class="sd">            :param typeOfFile: str</span>
+<span class="sd">                specify database or dataframe to get corresponding output</span>
+
+<span class="sd">        :Methods:</span>
+<span class="sd">            getFileName():</span>
+<span class="sd">                returns filename</span>
+<span class="sd">            createTemporalFile():</span>
+<span class="sd">                creates temporal database file or dataframe</span>
+<span class="sd">            getDatabaseAsDataFrame:</span>
+<span class="sd">                returns dataframe</span>
+<span class="sd">            performCoinFlip():</span>
+<span class="sd">                Perform a coin flip with the given probability</span>
+<span class="sd">            tuning():</span>
+<span class="sd">                Tune the arrayLength to match avgLenOfTransactions</span>
+<span class="sd">            createTemporalFile():</span>
+<span class="sd">                create Temporal database or dataframe depending on input</span>
+<span class="sd">        </span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span> <span class="o">=</span> <span class="n">numOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avgLenOfTransactions</span> <span class="o">=</span> <span class="n">avgLenOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">=</span> <span class="n">numItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">if</span> <span class="n">percentage</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">percentage</span> <span class="o">=</span> <span class="n">percentage</span> <span class="o">/</span> <span class="mi">100</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">percentage</span> <span class="o">=</span> <span class="n">percentage</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">=</span> <span class="n">typeOfFile</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateTemporalDatabase.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        return filename</span>
+<span class="sd">        :return: filename</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+
+
+<div class="viewcode-block" id="generateTemporalDatabase.getDatabaseAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getDatabaseAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        return dataframe</span>
+<span class="sd">        :return: dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span></div>
+
+    
+<div class="viewcode-block" id="generateTemporalDatabase.performCoinFlip">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.performCoinFlip">[docs]</a>
+    <span class="k">def</span> <span class="nf">performCoinFlip</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">probability</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Perform a coin flip with the given probability.</span>
+<span class="sd">        :param probability: probability to perform coin flip</span>
+<span class="sd">        :type probability: float</span>
+<span class="sd">        :return: True if coin flip is performed, False otherwise</span>
+<span class="sd">        :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">p</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span> <span class="o">-</span> <span class="n">probability</span><span class="p">,</span> <span class="n">probability</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span> <span class="o">==</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="generateTemporalDatabase.tuning">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.tuning">[docs]</a>
+    <span class="k">def</span> <span class="nf">tuning</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">array</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tune the array so that the sum of the values is equal to sumRes</span>
+
+<span class="sd">        :param array: list of values</span>
+
+<span class="sd">        :type array: list</span>
+
+<span class="sd">        :param sumRes: target sum</span>
+
+<span class="sd">        :type sumRes: int</span>
+
+<span class="sd">        :return: list of values with the sum equal to sumRes after tuning</span>
+
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># first generate a random array of length n whose values average to m</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">))</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">!=</span> <span class="n">sumRes</span><span class="p">:</span>
+            <span class="c1"># get index of largest value</span>
+            <span class="c1"># if sum is too large, decrease the largest value</span>
+            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">sumRes</span><span class="p">:</span>
+                <span class="n">maxIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">values</span><span class="p">)</span>
+                <span class="n">values</span><span class="p">[</span><span class="n">maxIndex</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="c1"># if sum is too small, increase the smallest value</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">minIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">values</span><span class="p">)</span>
+                <span class="n">values</span><span class="p">[</span><span class="n">minIndex</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="c1"># get location of all values greater than numItems</span>
+        
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">)):</span>
+            <span class="n">array</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">array</span></div>
+
+
+<div class="viewcode-block" id="generateTemporalDatabase.createTemporalFile">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.createTemporalFile">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporalFile</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create Temporal database or dataframe depending on input</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">db</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lineSize</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span><span class="p">):</span>
+            <span class="n">db</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">performCoinFlip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">percentage</span><span class="p">):</span>
+                <span class="n">lineSize</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">i</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>
+        
+        <span class="c1"># make it so that sum of lineSize[1] equal to numTransactions * avgLenOfTransactions</span>
+        <span class="n">sumRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgLenOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">lineSize</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">lineSize</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Error: Either increase numItems or decrease avgLenOfTransactions or modify percentage&quot;</span><span class="p">)</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+            <span class="n">db</span><span class="p">[</span><span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">==</span> <span class="s2">&quot;database&quot;</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">outFile</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">:</span>
+                    <span class="n">outFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">line</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="n">outFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">==</span> <span class="s2">&quot;dataframe&quot;</span><span class="p">:</span>
+            <span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">],</span>
+                <span class="s1">&#39;transactions&#39;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">([</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">])</span>
+            <span class="p">}</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Temporal database created successfully&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">numOfTransactions</span> <span class="o">=</span> <span class="mi">100</span>
+    <span class="n">numItems</span> <span class="o">=</span> <span class="mi">20</span>
+    <span class="n">avgTransactionLength</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">outFileName</span> <span class="o">=</span> <span class="s1">&#39;temporal_out.txt&#39;</span>
+    <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+    <span class="n">frameOrBase</span> <span class="o">=</span> <span class="s2">&quot;database&quot;</span>
+
+    <span class="n">temporalDB</span> <span class="o">=</span> <span class="n">generateTemporalDatabase</span><span class="p">(</span><span class="n">numOfTransactions</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">,</span> <span class="n">numItems</span><span class="p">,</span> <span class="n">outFileName</span><span class="p">)</span>
+
+    <span class="n">temporalDB</span><span class="o">.</span><span class="n">createTemporalFile</span><span class="p">()</span>
+
+    <span class="n">numOfTransactions</span> <span class="o">=</span> <span class="mi">100</span>
+    <span class="n">numItems</span> <span class="o">=</span> <span class="mi">15</span>
+    <span class="n">avgTransactionLength</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">outFileName</span> <span class="o">=</span> <span class="s1">&#39;temporal_ot.txt&#39;</span>
+    <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+    <span class="n">percent</span> <span class="o">=</span> <span class="mi">75</span>
+    <span class="n">frameOrBase</span> <span class="o">=</span> <span class="s2">&quot;dataframe&quot;</span>
+
+    <span class="n">temporalDB</span> <span class="o">=</span> <span class="n">generateTemporalDatabase</span><span class="p">(</span><span class="n">numOfTransactions</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">,</span> <span class="n">numItems</span><span class="p">,</span> <span class="n">outFileName</span><span class="p">,</span> <span class="n">percent</span><span class="p">,</span> <span class="n">sep</span><span class="p">,</span> <span class="n">frameOrBase</span> <span class="p">)</span>
+    <span class="n">temporalDB</span><span class="o">.</span><span class="n">createTemporalFile</span><span class="p">()</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">temporalDB</span><span class="o">.</span><span class="n">getDatabaseAsDataFrame</span><span class="p">())</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateTemporalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">createTemporalFile</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.generateDatabase.generateTransactionalDatabase &mdash; PAMI 2024.04.23 documentation</title>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.generateDatabase.generateTransactionalDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.generateDatabase.generateTransactionalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># generateTransactionalDatabase is a code used to convert the database into Temporal database.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#     from PAMI.extras.generateDatabase import generateTransactionalDatabase as db</span>
+<span class="c1">#     obj = db(10, 5, 10)</span>
+<span class="c1">#     obj.create()</span>
+<span class="c1">#     obj.save(&#39;db.txt&#39;)</span>
+<span class="c1">#     print(obj.getTransactions()) to get the transactional database as a pandas dataframe</span>
+
+<span class="c1"># **Running the code from the command line**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#     python generateDatabase.py 10 5 10 db.txt</span>
+<span class="c1">#     cat db.txt</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<div class="viewcode-block" id="generateTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">generateTransactionalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description Generate a transactional database with the given number of lines, average number of items per line, and total number of items</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">    numLines: int  </span>
+<span class="sd">        - number of lines</span>
+<span class="sd">    avgItemsPerLine: int </span>
+<span class="sd">        - average number of items per line</span>
+<span class="sd">    numItems: int </span>
+<span class="sd">        - total number of items</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        create: </span>
+<span class="sd">            Generate the transactional database</span>
+<span class="sd">        save: </span>
+<span class="sd">            Save the transactional database to a file</span>
+<span class="sd">        getTransactions: </span>
+<span class="sd">            Get the transactional database</span>
+
+
+
+<span class="sd">    </span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numLines</span><span class="p">,</span> <span class="n">avgItemsPerLine</span><span class="p">,</span> <span class="n">numItems</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize the transactional database with the given parameters</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">        numLines: int - number of lines</span>
+<span class="sd">        avgItemsPerLine: int - average number of items per line</span>
+<span class="sd">        numItems: int - total number of items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">numLines</span> <span class="o">=</span> <span class="n">numLines</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avgItemsPerLine</span> <span class="o">=</span> <span class="n">avgItemsPerLine</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">=</span> <span class="n">numItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">db</span> <span class="o">=</span> <span class="p">[]</span>
+    
+<div class="viewcode-block" id="generateTransactionalDatabase.tuning">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.tuning">[docs]</a>
+    <span class="k">def</span> <span class="nf">tuning</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">array</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tune the array so that the sum of the values is equal to sumRes</span>
+
+<span class="sd">        :param array: list of values</span>
+
+<span class="sd">        :type array: list</span>
+
+<span class="sd">        :param sumRes: the sum of the values in the array to be tuned</span>
+
+<span class="sd">        :type sumRes: int</span>
+
+<span class="sd">        :return: list of values with the tuned values and the sum of the values in the array to be tuned and sumRes is equal to sumRes</span>
+
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">array</span><span class="p">)</span> <span class="o">!=</span> <span class="n">sumRes</span><span class="p">:</span>
+            <span class="c1"># get index of largest value</span>
+            <span class="n">randIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">))</span>
+            <span class="c1"># if sum is too large, decrease the largest value</span>
+            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">array</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">sumRes</span><span class="p">:</span>
+                <span class="n">array</span><span class="p">[</span><span class="n">randIndex</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="c1"># if sum is too small, increase the smallest value</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">minIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">array</span><span class="p">)</span>
+                <span class="n">array</span><span class="p">[</span><span class="n">randIndex</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">array</span></div>
+
+        
+
+<div class="viewcode-block" id="generateTransactionalDatabase.generateArray">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.generateArray">[docs]</a>
+    <span class="k">def</span> <span class="nf">generateArray</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nums</span><span class="p">,</span> <span class="n">avg</span><span class="p">,</span> <span class="n">maxItems</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a random array of length n whose values average to m</span>
+
+<span class="sd">        :param nums: number of values</span>
+
+<span class="sd">        :type nums: list</span>
+
+<span class="sd">        :param avg: average value</span>
+
+<span class="sd">        :type avg: float</span>
+
+<span class="sd">        :param maxItems: maximum value</span>
+
+<span class="sd">        :type maxItems: int</span>
+
+<span class="sd">        :return: random array</span>
+
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># generate n random values</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">maxItems</span><span class="p">,</span> <span class="n">nums</span><span class="p">)</span>
+
+        <span class="n">sumRes</span> <span class="o">=</span> <span class="n">nums</span> <span class="o">*</span> <span class="n">avg</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="c1"># if any value is less than 1, increase it and tune the array again</span>
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">values</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nums</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">values</span> <span class="o">&gt;</span> <span class="n">maxItems</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nums</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">maxItems</span><span class="p">:</span>
+                    <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+
+        <span class="c1"># if all values are same then randomly increase one value and decrease another</span>
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">values</span> <span class="o">==</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
+            <span class="n">values</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">nums</span><span class="p">)]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">values</span></div>
+
+
+<div class="viewcode-block" id="generateTransactionalDatabase.create">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.create">[docs]</a>
+    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate the transactional database</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">db</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+        <span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_array</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">numLines</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgItemsPerLine</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">:</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="n">value</span><span class="p">,</span> <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateTransactionalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the transactional database to a file</span>
+
+<span class="sd">        :param filename: name of the file</span>
+
+<span class="sd">        :type filename: str</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">line</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateTransactionalDatabase.getTransactions">
+<a class="viewcode-back" href="../../../../PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.getTransactions">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the transactional database</span>
+
+<span class="sd">        :return: the transactional database</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">df</span></div>
+</div>
+
+        
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="c1"># test the class</span>
+    <span class="n">db</span> <span class="o">=</span> <span class="n">generateTransactionalDatabase</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">db</span><span class="o">.</span><span class="n">create</span><span class="p">()</span>
+    <span class="n">db</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;db.txt&#39;</span><span class="p">)</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">db</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateTransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">create</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="c1"># print(obj.getTransactions())</span>
+    
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/generateLatexGraphFile.html b/sphinx/_build/html/_modules/PAMI/extras/generateLatexGraphFile.html
new file mode 100644
index 000000000..932bad373
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/generateLatexGraphFile.html
@@ -0,0 +1,223 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.generateLatexGraphFile &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.generateLatexGraphFile</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.generateLatexGraphFile</h1><div class="highlight"><pre>
+<span></span><span class="c1"># generateLatexGraphFile is used to convert the given data into LatexGraphFile.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import generateLatexGraphFile as fuz</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = fuz.generateLatexGraphFile(idf)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+<div class="viewcode-block" id="generateLatexGraphFile">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexGraphFile">[docs]</a>
+<span class="k">class</span> <span class="nc">generateLatexGraphFile</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: GenerateLatexGraphFile is used to convert the given data into LatexGraphFile.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import generateLatexGraphFile as fuz</span>
+
+<span class="sd">                obj = fuz.generateLatexGraphFile(idf)</span>
+
+<span class="sd">                obj.save()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span></div>
+
+
+
+
+<div class="viewcode-block" id="generateLatexCode">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexCode">[docs]</a>
+<span class="k">def</span> <span class="nf">generateLatexCode</span><span class="p">(</span><span class="n">result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+    <span class="n">titles</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+    <span class="n">titles</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s2">&quot;minsup&quot;</span><span class="p">)</span>
+    <span class="n">titles</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s2">&quot;algorithm&quot;</span><span class="p">)</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">titles</span><span class="p">)):</span>
+        <span class="n">legendary</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">result</span><span class="p">[[</span><span class="s1">&#39;algorithm&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>
+        <span class="n">color</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="s1">&#39;green&#39;</span><span class="p">,</span> <span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="s1">&#39;yellow&#39;</span><span class="p">]</span>
+        <span class="n">xaxis</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;minsup&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="n">yaxis</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="n">algo</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;algorithm&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="n">x_label</span> <span class="o">=</span> <span class="s2">&quot;minsup&quot;</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">latexwriter</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span> <span class="o">+</span> <span class="s2">&quot;Latexfile.tex&quot;</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span>
+        <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+        <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\\</span><span class="s2">begin</span><span class="si">{axis}</span><span class="s2">[</span><span class="se">\n\t</span><span class="s2">xlabel={</span><span class="se">\\</span><span class="s2">Huge{&quot;</span> <span class="o">+</span> <span class="n">x_label</span> <span class="o">+</span> <span class="s2">&quot;}},&quot;</span><span class="p">)</span>
+        <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\t</span><span class="s2">ylabel={</span><span class="se">\\</span><span class="s2">Huge{&quot;</span> <span class="o">+</span> <span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;}},&quot;</span><span class="p">)</span>
+        <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\t</span><span class="s2">xmin=&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">xaxis</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;, xmax=&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">xaxis</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">legendary</span><span class="p">)):</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\\</span><span class="s2">addplot+  [&quot;</span> <span class="o">+</span> <span class="n">color</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;]</span><span class="se">\n\t</span><span class="s2">coordinates {</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">num2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">xaxis</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="p">(</span><span class="n">legendary</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">==</span> <span class="n">algo</span><span class="p">[</span><span class="n">num2</span><span class="p">]):</span>
+                    <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;(&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">xaxis</span><span class="p">[</span><span class="n">num2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">yaxis</span><span class="p">[</span><span class="n">num2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;)</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">};   </span><span class="se">\\</span><span class="s2">addlegendentry{&quot;</span> <span class="o">+</span> <span class="n">legendary</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">num</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">legendary</span><span class="p">)):</span>
+                <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\\</span><span class="s2">end</span><span class="si">{axis}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Latex files generated successfully&quot;</span><span class="p">)</span></div>
+
+    <span class="c1">#data1 = pd.DataFrame(data)</span>
+    <span class="c1">#generateLatexCode(data1)</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+
+
+    <span class="c1">#data = {&#39;Name&#39;: [&#39;Jai&#39;, &#39;Princi&#39;, &#39;Gaurav&#39;, &#39;Anuj&#39;],</span>
+            <span class="c1">#&#39;Age&#39;: [27, 24, 22, 32],</span>
+            <span class="c1">#&#39;Address&#39;: [0, 1, 2, 3],</span>
+            <span class="c1">#&#39;Qualification&#39;: [8, 9, 10, 11]}</span>
+<span class="w">    </span><span class="sd">&#39;&#39;&#39;data = {&#39;algorithm&#39;: [&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;,&#39;FGPFPMiner&#39;</span>
+<span class="sd">        ,&#39;Naive algorithm&#39;,&#39;Naive algorithm&#39;,&#39;Naive algorithm&#39;,&#39;Naive algorithm&#39;,&#39;Naive algorithm&#39;,&#39;Naive algorithm&#39;</span>
+<span class="sd">        ,&#39;Naive algorithm&#39;, ],</span>
+<span class="sd">            &#39;minsup&#39;: [200,400,600,800,1000,1200,1400,200,400,600,800,1000,1200,1400],</span>
+<span class="sd">            &#39;patterns&#39;: [25510,5826,2305,1163,657,407,266,101938,16183,5027,2091,1044,574,335],</span>
+<span class="sd">            &#39;runtime&#39;: [1077.7172002792358,298.6219701766968,186.86728835105896,126.96730422973633</span>
+<span class="sd">                ,77.39371657371521,64.73982691764832,46.879486083984375,13175.030002832413,1821.2089745998383</span>
+<span class="sd">                ,964.6961390972137,637.1588702201843,350.71105194091797,275.9953947067261,195.6615695953369],</span>
+<span class="sd">            &#39;memoryRSS&#39;: [164634624,159494144,157622272,156184576,153698304,150597632,149381120,228220928,192770048</span>
+<span class="sd">                ,185114624,182939648,178253824,176115712,171659264],</span>
+<span class="sd">            &#39;memoryUSS&#39;: [144310272,139104256,137232384,135794688,133300224,130195456,128978944,</span>
+<span class="sd">                        203337728,172376064,164720640,162545664,157859840,155721728,151265280]</span>
+<span class="sd">            }&#39;&#39;&#39;</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
+        <span class="s1">&#39;algorithm&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">,</span> <span class="s1">&#39;FGPFPMiner&#39;</span><span class="p">],</span>
+        <span class="s1">&#39;minsup&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">200</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">600</span><span class="p">,</span> <span class="mi">800</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="mi">1200</span><span class="p">,</span> <span class="mi">1400</span><span class="p">],</span>
+        <span class="s1">&#39;patterns&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">25510</span><span class="p">,</span> <span class="mi">5826</span><span class="p">,</span> <span class="mi">2305</span><span class="p">,</span> <span class="mi">1163</span><span class="p">,</span> <span class="mi">657</span><span class="p">,</span> <span class="mi">407</span><span class="p">,</span> <span class="mi">266</span><span class="p">],</span>
+        <span class="s1">&#39;runtime&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">1077.7172002792358</span><span class="p">,</span> <span class="mf">298.6219701766968</span><span class="p">,</span> <span class="mf">186.86728835105896</span><span class="p">,</span> <span class="mf">126.96730422973633</span>
+            <span class="p">,</span> <span class="mf">77.39371657371521</span><span class="p">,</span> <span class="mf">64.73982691764832</span><span class="p">,</span> <span class="mf">46.879486083984375</span><span class="p">],</span>
+        <span class="s1">&#39;memoryRSS&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">164634624</span><span class="p">,</span> <span class="mi">159494144</span><span class="p">,</span> <span class="mi">157622272</span><span class="p">,</span> <span class="mi">156184576</span><span class="p">,</span> <span class="mi">153698304</span><span class="p">,</span> <span class="mi">150597632</span><span class="p">,</span> <span class="mi">149381120</span><span class="p">],</span>
+        <span class="s1">&#39;memoryUSS&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">144310272</span><span class="p">,</span> <span class="mi">139104256</span><span class="p">,</span> <span class="mi">137232384</span><span class="p">,</span> <span class="mi">135794688</span><span class="p">,</span> <span class="mi">133300224</span><span class="p">,</span> <span class="mi">130195456</span><span class="p">,</span> <span class="mi">128978944</span><span class="p">]</span>
+        <span class="p">}</span>
+
+    <span class="n">data1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+    <span class="c1">#print(data1)</span>
+    <span class="c1">#print(data1[&#39;Name&#39;].values.tolist())</span>
+    <span class="n">generateLatexCode</span><span class="p">(</span><span class="n">data1</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/graph/DF2Fig.html b/sphinx/_build/html/_modules/PAMI/extras/graph/DF2Fig.html
new file mode 100644
index 000000000..8d52b37e6
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/graph/DF2Fig.html
@@ -0,0 +1,217 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.graph.DF2Fig &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.graph.DF2Fig</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.graph.DF2Fig</h1><div class="highlight"><pre>
+<span></span><span class="c1"># dataFrameInToFigures is used to convert the given dataframe into figures.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.graph import DF2Fig as fig</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = fig.DF2Fig(idf)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;memory&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;runtime&quot;)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+<span class="s2">     </span>
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">_px</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+
+<div class="viewcode-block" id="DF2Fig">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig">[docs]</a>
+<span class="k">class</span> <span class="nc">DF2Fig</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:   DataFrameInToFigures is used to convert the given dataframe into figures.</span>
+
+<span class="sd">    :param  dataFrame:</span>
+<span class="sd">            Name of the input dataframe</span>
+
+<span class="sd">    :param algorithm:</span>
+<span class="sd">           Specify the column name containing the algorithms</span>
+
+<span class="sd">    :param xcolumn:</span>
+<span class="sd">           Specify the name of the X-axis</span>
+
+<span class="sd">    :param ycolumn:</span>
+<span class="sd">           Specify the name of the Y-axis </span>
+<span class="sd">           </span>
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.graph import dataframeInToFigures as fig</span>
+
+<span class="sd">            obj = fig.dataframeInToFigures(idf)</span>
+
+<span class="sd">            obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;patterns&quot;, &quot;algorithms&quot;)</span>
+
+<span class="sd">            obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;memory&quot;)</span>
+
+<span class="sd">            obj.plotGraphsFromDataFrame(&quot;minSup&quot;, &quot;runtime&quot;)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataFrame</span><span class="p">:</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span> <span class="o">=</span> <span class="n">dataFrame</span>
+
+<div class="viewcode-block" id="DF2Fig.plot">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig.plot">[docs]</a>
+    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">xColumn</span><span class="p">,</span> <span class="n">yColumn</span><span class="p">,</span> <span class="n">algorithm</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To plot graphs from given dataframe</span>
+
+<span class="sd">        :param xColumn: Name of the X-axis of the dataframe</span>
+
+<span class="sd">        :type xColumn: str</span>
+
+<span class="sd">        :param yColumn: Name of the Y-axis of the dataframe</span>
+
+<span class="sd">        :type yColumn: str</span>
+
+<span class="sd">        :param algorithm: Specify the column name containing the algorithms</span>
+
+<span class="sd">        :type algorithm: str</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">algorithm</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">fig</span> <span class="o">=</span> <span class="n">_px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">[</span><span class="n">xColumn</span><span class="p">]</span> <span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">[</span><span class="n">yColumn</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">labels</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;x&#39;</span><span class="p">:</span> <span class="n">xColumn</span><span class="p">,</span> <span class="s1">&#39;y&#39;</span><span class="p">:</span> <span class="n">yColumn</span><span class="p">})</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">fig</span> <span class="o">=</span> <span class="n">_px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">[</span><span class="n">xColumn</span><span class="p">],</span> <span class="n">y</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">[</span><span class="n">yColumn</span><span class="p">],</span>
+                           <span class="n">color</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="p">[</span><span class="n">algorithm</span><span class="p">],</span> <span class="n">labels</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;x&#39;</span><span class="p">:</span> <span class="n">xColumn</span><span class="p">,</span> <span class="s1">&#39;y&#39;</span><span class="p">:</span> <span class="n">yColumn</span><span class="p">})</span>
+
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="c1"># if __name__ == &#39;__main__&#39;:</span>
+<span class="c1">#     ab = DF2Fig(result)</span>
+<span class="c1">#     # user can change x and y columns</span>
+<span class="c1">#     ab.plot(&quot;minSup&quot;, &quot;patterns&quot;)</span>
+
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
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+
+</body>
+</html>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.graph.plotLineGraphFromDictionary</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.graph.plotLineGraphFromDictionary</h1><div class="highlight"><pre>
+<span></span><span class="c1"># plotLineGraphFromDictionary is used to convert the given dictionary into plotLineGraph.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.graph import plotLineGraphFromDictionary as plt</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = plt.plotLineGraphFromDictionary(idict, 100, 0, &quot; &quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<div class="viewcode-block" id="plotLineGraphFromDictionary">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphFromDictionary.plotLineGraphFromDictionary">[docs]</a>
+<span class="k">class</span> <span class="nc">plotLineGraphFromDictionary</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class plot graph of input data</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">    :param data : dict: store input data as dict</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        plotLineGraph()</span>
+<span class="sd">            draw line graph of input data. input data&#39;s key is x and value is y.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.graph import plotLineGraphFromDictionary as plt</span>
+
+<span class="sd">            obj = plt.plotLineGraphFromDictionary(idict, 100, 0, &quot; &quot;)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">end</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">start</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">title</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">xlabel</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">ylabel</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        draw line graph. Plot the input data key as x and value as y</span>
+
+<span class="sd">        :param end: end of graph to plot</span>
+<span class="sd">        :type end: int</span>
+<span class="sd">        :param start: start fo graph to plot</span>
+<span class="sd">        :type start: int</span>
+<span class="sd">        :param title: title of graph</span>
+<span class="sd">        :type title: str</span>
+<span class="sd">        :param xlabel: xlabel of graph</span>
+<span class="sd">        :type xlabel: str</span>
+<span class="sd">        :param ylabel: ylabel of grapth</span>
+<span class="sd">        :type ylabel: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">end</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="n">end</span> <span class="o">/</span> <span class="mi">100</span><span class="p">)</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="n">start</span> <span class="o">/</span> <span class="mi">100</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)))</span>
+        <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="n">start</span><span class="p">:</span><span class="n">end</span><span class="p">])</span>
+        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="n">xlabel</span><span class="p">)</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="n">ylabel</span><span class="p">)</span></div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/graph/plotLineGraphsFromDataFrame.html b/sphinx/_build/html/_modules/PAMI/extras/graph/plotLineGraphsFromDataFrame.html
new file mode 100644
index 000000000..1d4213853
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+<!DOCTYPE html>
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
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+          <a href="../../../../index.html">PAMI</a>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.graph.plotLineGraphsFromDataFrame</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.graph.plotLineGraphsFromDataFrame</h1><div class="highlight"><pre>
+<span></span><span class="c1"># plotLineGraphFromDataFrame is used to convert the given dataframe into plotLineGraph.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.graph import plotLineGraphsFromDataFrame as plt</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = plt.plotLineGraphsFromDictionary(idf)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<div class="viewcode-block" id="plotGraphsFromDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame">[docs]</a>
+<span class="k">class</span> <span class="nc">plotGraphsFromDataFrame</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    plotLineGraphFromDataFrame is used to convert the given dataframe into plotLineGraph.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param dataFrame : DataFrame</span>
+<span class="sd">            store input data as DataFrame</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        plotLineGraphFromDatFrame()</span>
+<span class="sd">            draw line graph of input data. input data&#39;s key is x and value is y.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.graph import plotLineGraphsFromDataframe as plt</span>
+
+<span class="sd">            obj = plt.plotLineGraphsFromDataFrame(idf)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataFrame</span><span class="p">:</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span> <span class="o">=</span> <span class="n">dataFrame</span>
+
+<div class="viewcode-block" id="plotGraphsFromDataFrame.plotGraphsFromDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame.plotGraphsFromDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphsFromDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;minSup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;patterns&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;line&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Graph for No Of Patterns is successfully generated!&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;minSup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;runtime&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;line&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Graph for Runtime taken is successfully generated!&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataFrame</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;minSup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;memory&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;line&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Graph for memory consumption is successfully generated!&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="c1">#data = {&#39;algorithm&#39;: [&#39;FPGrowth&#39;,&#39;FPGrowth&#39;, &#39;FPGrowth&#39;, &#39;FPGrowth&#39;, &#39;FPGrowth&#39;, &#39;ECLAT&#39;, &#39;ECLAT&#39;, &#39;ECLAT&#39;, &#39;ECLAT&#39;, &#39;ECLAT&#39;],</span>
+    <span class="c1">#        &#39;minSup&#39;: [0.01, 0.02, 0.03, 0.04, 0.05, 0.01, 0.02, 0.03, 0.04, 0.05],</span>
+    <span class="c1">#        &#39;patterns&#39;: [386, 155, 60, 36, 10, 386, 155, 60, 26, 10],</span>
+    <span class="c1">#        &#39;runtime&#39;: [7.351629, 4.658654 , 4.658654 , 1.946843, 1.909376, 4.574833, 2.514252, 1.834948, 1.889892, 1.809999],</span>
+    <span class="c1">#        &#39;memory&#39;: [426545152, 309182464, 241397760, 225533952, 220950528, 233537536, 267165696, 252841984, 245690368,</span>
+    <span class="c1">#                    295710720]</span>
+    <span class="c1">#        }</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
+        <span class="s1">&#39;algorithm&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;FPGrowth&#39;</span><span class="p">,</span> <span class="s1">&#39;FPGrowth&#39;</span><span class="p">,</span> <span class="s1">&#39;FPGrowth&#39;</span><span class="p">,</span> <span class="s1">&#39;FPGrowth&#39;</span><span class="p">,</span> <span class="s1">&#39;FPGrowth&#39;</span><span class="p">],</span>
+        <span class="s1">&#39;minSup&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">,</span> <span class="mf">0.04</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">],</span>
+        <span class="s1">&#39;patterns&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">386</span><span class="p">,</span> <span class="mi">155</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span>
+        <span class="s1">&#39;runtime&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">7.351629</span><span class="p">,</span> <span class="mf">4.658654</span><span class="p">,</span> <span class="mf">4.658654</span><span class="p">,</span> <span class="mf">1.946843</span><span class="p">,</span> <span class="mf">1.909376</span><span class="p">],</span>
+        <span class="s1">&#39;memory&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">426545152</span><span class="p">,</span> <span class="mi">309182464</span><span class="p">,</span> <span class="mi">241397760</span><span class="p">,</span> <span class="mi">225533952</span><span class="p">,</span> <span class="mi">220950528</span><span class="p">]</span>
+        <span class="p">}</span>
+    <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+    <span class="n">ab</span> <span class="o">=</span> <span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="n">dataFrame</span><span class="p">)</span>
+    <span class="n">ab</span><span class="o">.</span><span class="n">plotGraphsFromDataFrame</span><span class="p">()</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphsFromDataFrame</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/graph/visualizeFuzzyPatterns.html b/sphinx/_build/html/_modules/PAMI/extras/graph/visualizeFuzzyPatterns.html
new file mode 100644
index 000000000..038234243
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/graph/visualizeFuzzyPatterns.html
@@ -0,0 +1,251 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.graph.visualizeFuzzyPatterns &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
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+    <script src="../../../../_static/js/html5shiv.min.js"></script>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.graph.visualizeFuzzyPatterns</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.graph.visualizeFuzzyPatterns</h1><div class="highlight"><pre>
+<span></span><span class="c1"># visualizeFuzzyPatterns is used to visualize points produced by pattern miner .</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.graph import visualizeFuzzyPatterns as viz</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = viz.visualizeFuzzyPatterns(iFile, topk)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="c1"># from PAMI.extras.graph import visualizePatterns as fig</span>
+
+<span class="c1"># obj = fig.visualizePatterns(&#39;soramame_frequentPatterns.txt&#39;,50)</span>
+<span class="c1"># obj.visualize(width=1000,height=900)</span>
+
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<div class="viewcode-block" id="visualizeFuzzyPatterns">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">visualizeFuzzyPatterns</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">   :Description:   visualizeFuzzyPatterns is used to visualize points produced by pattern miner .</span>
+<span class="sd">   :Attributes:</span>
+
+<span class="sd">   :param file : file:   store input data as file</span>
+<span class="sd">   :param topk : int:     Takes the value int as input</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.graph import visualizeFuzzyPatterns as viz</span>
+
+<span class="sd">            obj = viz.visualizeFuzzyPatterns(iFile, topk)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">topk</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">file</span> <span class="o">=</span> <span class="n">file</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">topk</span> <span class="o">=</span> <span class="n">topk</span>
+
+<div class="viewcode-block" id="visualizeFuzzyPatterns.visualize">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns.visualize">[docs]</a>
+    <span class="k">def</span> <span class="nf">visualize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">markerSize</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span> <span class="n">zoom</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">width</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1500</span><span class="p">,</span> <span class="n">height</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Visualize points produced by pattern miner.</span>
+
+<span class="sd">        :param markerSize: Size of the marker</span>
+<span class="sd">        :type markerSize: int</span>
+<span class="sd">        :param zoom: Zoom level</span>
+<span class="sd">        :type zoom: int</span>
+<span class="sd">        :param width: Width of the graph</span>
+<span class="sd">        :type width: int</span>
+<span class="sd">        :param height: Height of the graph on the screen</span>
+<span class="sd">        :type width: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">long</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">color</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">R</span> <span class="o">=</span> <span class="n">G</span> <span class="o">=</span> <span class="n">B</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="n">lines</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">file</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">lines</span><span class="p">[</span><span class="n">line</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="n">lines</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">lines</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])[</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">topk</span><span class="p">:])</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="n">start</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number </span><span class="se">\t</span><span class="s2"> Pattern&quot;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+
+            <span class="n">start</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">R</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">G</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">B</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">R</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">R</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">if</span> <span class="n">G</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">G</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">if</span> <span class="n">B</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">B</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">RHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">R</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">GHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">G</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">BHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+            <span class="n">freq</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">freq</span> <span class="o">=</span> <span class="s2">&quot;Frequency: &quot;</span> <span class="o">+</span> <span class="n">freq</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="nb">print</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">start</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">points</span> <span class="k">if</span> <span class="n">x</span> <span class="o">!=</span> <span class="s2">&quot;&quot;</span><span class="p">]</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">&quot;Point())&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">points</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">points</span><span class="p">)):</span>
+                <span class="n">rrr</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">8</span><span class="p">:</span><span class="mi">29</span><span class="p">]</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="n">rrr</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">&quot;()&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">]</span>
+                <span class="n">lat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                <span class="n">long</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+                <span class="n">name</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">freq</span><span class="p">)</span>
+                <span class="n">color</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;#&quot;</span> <span class="o">+</span> <span class="n">RHex</span> <span class="o">+</span> <span class="n">GHex</span> <span class="o">+</span> <span class="n">BHex</span><span class="p">)</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;lon&quot;</span><span class="p">:</span> <span class="n">long</span><span class="p">,</span> <span class="s2">&quot;lat&quot;</span><span class="p">:</span> <span class="n">lat</span><span class="p">,</span> <span class="s2">&quot;freq&quot;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">:</span> <span class="n">color</span><span class="p">})</span>
+
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">scatter_mapbox</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">lat</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">lon</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">hover_name</span><span class="o">=</span><span class="s2">&quot;freq&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;col&quot;</span><span class="p">,</span> <span class="n">zoom</span><span class="o">=</span><span class="n">zoom</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="n">width</span><span class="p">,</span>
+                                <span class="n">height</span><span class="o">=</span><span class="n">height</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">update_layout</span><span class="p">(</span><span class="n">mapbox_style</span><span class="o">=</span><span class="s2">&quot;open-street-map&quot;</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">update_traces</span><span class="p">({</span><span class="s1">&#39;marker&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;size&#39;</span><span class="p">:</span> <span class="n">markerSize</span><span class="p">}})</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">visualizeFuzzyPatterns</span><span class="p">(</span><span class="s1">&#39;soramame_frequentPatterns.txt&#39;</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">visualize</span><span class="p">()</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.graph.visualizePatterns</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.graph.visualizePatterns</h1><div class="highlight"><pre>
+<span></span><span class="c1"># visualizePatterns is used to visualize points produced by pattern miner .</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.graph import visualizePatterns as viz</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = viz.visualizePatterns(iFile, topk)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<div class="viewcode-block" id="visualizePatterns">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">visualizePatterns</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">       :Description:   visualizePatterns is used to visualize points produced by pattern miner .</span>
+
+<span class="sd">       :Attributes:</span>
+
+<span class="sd">            :param file : file</span>
+<span class="sd">                store input data as file</span>
+<span class="sd">            :param topk : int</span>
+<span class="sd">                Takes the value int as input</span>
+
+<span class="sd">       **Importing this algorithm into a python program**</span>
+<span class="sd">       --------------------------------------------------------</span>
+<span class="sd">       .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.graph import visualizePatterns as viz</span>
+
+<span class="sd">                obj = viz.visualizePatterns(iFile, topk)</span>
+
+<span class="sd">                obj.save()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">topk</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">file</span> <span class="o">=</span> <span class="n">file</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">topk</span> <span class="o">=</span> <span class="n">topk</span>
+
+<div class="viewcode-block" id="visualizePatterns.visualize">
+<a class="viewcode-back" href="../../../../PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns.visualize">[docs]</a>
+    <span class="k">def</span> <span class="nf">visualize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">markerSize</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span> <span class="n">zoom</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">width</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1500</span><span class="p">,</span> <span class="n">height</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Visualize points produced by pattern miner.</span>
+
+<span class="sd">        :param markerSize: Size of the marker</span>
+<span class="sd">        :type markerSize: int</span>
+<span class="sd">        :param zoom: Zoom level</span>
+<span class="sd">        :type zoom: int</span>
+<span class="sd">        :param width: Width of the graph</span>
+<span class="sd">        :type width: int</span>
+<span class="sd">        :param height: Height of the graph on the screen</span>
+<span class="sd">        :type width: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">long</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">color</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">R</span> <span class="o">=</span> <span class="n">G</span> <span class="o">=</span> <span class="n">B</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="n">lines</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">file</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">lines</span><span class="p">[</span><span class="n">line</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="n">lines</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">lines</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])[</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">topk</span><span class="p">:])</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="n">start</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number </span><span class="se">\t</span><span class="s2"> Pattern&quot;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+
+            <span class="n">start</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">R</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">G</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">B</span> <span class="o">+=</span> <span class="mi">20</span>
+            <span class="k">if</span> <span class="n">R</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">R</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">if</span> <span class="n">G</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">G</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">if</span> <span class="n">B</span> <span class="o">&gt;</span> <span class="mi">255</span><span class="p">:</span>
+                <span class="n">B</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">RHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">R</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">GHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">G</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">BHex</span> <span class="o">=</span> <span class="nb">hex</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]</span>
+
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+            <span class="n">freq</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">freq</span> <span class="o">=</span> <span class="s2">&quot;Frequency: &quot;</span> <span class="o">+</span> <span class="n">freq</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="nb">print</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">start</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">points</span> <span class="k">if</span> <span class="n">x</span> <span class="o">!=</span> <span class="s2">&quot;&quot;</span><span class="p">]</span>
+            <span class="n">points</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">&quot;Point()&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">points</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">points</span><span class="p">)):</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="n">lat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                <span class="n">long</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+                <span class="n">name</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">freq</span><span class="p">)</span>
+                <span class="n">color</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;#&quot;</span> <span class="o">+</span> <span class="n">RHex</span> <span class="o">+</span> <span class="n">GHex</span> <span class="o">+</span> <span class="n">BHex</span><span class="p">)</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;lon&quot;</span><span class="p">:</span> <span class="n">long</span><span class="p">,</span> <span class="s2">&quot;lat&quot;</span><span class="p">:</span> <span class="n">lat</span><span class="p">,</span> <span class="s2">&quot;freq&quot;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">:</span> <span class="n">color</span><span class="p">})</span>
+
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">scatter_mapbox</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">lat</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">lon</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">hover_name</span><span class="o">=</span><span class="s2">&quot;freq&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;col&quot;</span><span class="p">,</span> <span class="n">zoom</span><span class="o">=</span><span class="n">zoom</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="n">width</span><span class="p">,</span>
+                                <span class="n">height</span><span class="o">=</span><span class="n">height</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">update_layout</span><span class="p">(</span><span class="n">mapbox_style</span><span class="o">=</span><span class="s2">&quot;open-street-map&quot;</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">update_traces</span><span class="p">({</span><span class="s1">&#39;marker&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;size&#39;</span><span class="p">:</span> <span class="n">markerSize</span><span class="p">}})</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">visualizePatterns</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">visualize</span><span class="p">()</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/imageProcessing/imagery2Databases.html b/sphinx/_build/html/_modules/PAMI/extras/imageProcessing/imagery2Databases.html
new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.imageProcessing.imagery2Databases</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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+             
+  <h1>Source code for PAMI.extras.imageProcessing.imagery2Databases</h1><div class="highlight"><pre>
+<span></span><span class="c1"># imagery2Databases is a code used to creating transactional database by applying threshold</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.imageProcessing import imagery2Databases as db</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = db.imagery2Databases(detected_objects, 16 )</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<span class="c1"># creating transactional database by applying threshold</span>
+<div class="viewcode-block" id="createDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">createDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:   imagery2Databases is a code used to creating transactional database by applying threshold</span>
+
+<span class="sd">    :param  detected_objects: list :</span>
+<span class="sd">            List data to be processed</span>
+<span class="sd">    :param  threshold: int :</span>
+<span class="sd">            It is threshold value of all item</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.imageProcessing import imagery2Databases as db</span>
+
+<span class="sd">            obj = db.imagery2Databases(detected_obj, 16 )</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># pass the list of detected objects and specify the minimum probability score an object must maintain.</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">detected_objects</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">threshold</span><span class="p">:</span> <span class="nb">float</span><span class="p">):</span>
+        <span class="c1"># initialize data frame to store objects</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataframe</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;objects&#39;</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probabilityValuesList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">detected_objects</span> <span class="o">=</span> <span class="n">detected_objects</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemSupport</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemSupportSum</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># pruning the objects having scores less than threshold value</span>
+        <span class="k">for</span> <span class="n">objectList</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">detected_objects</span><span class="p">:</span>
+            <span class="n">supportSum</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">dataDic</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">values</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">supports</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">objectList</span><span class="p">:</span>
+                <span class="n">supportSum</span> <span class="o">=</span> <span class="n">supportSum</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">threshold</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">dataDic</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="n">dataDic</span><span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">dataDic</span><span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1"># storing objects,their probabilities and count</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">dataDic</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">dataDic</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">supports</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">dataDic</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">itemSupportSum</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">supportSum</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">probabilityValuesList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">itemSupport</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">supports</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">dataframe</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">dataframe</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s1">&#39;objects&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dataDic</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+
+<div class="viewcode-block" id="createDatabase.getDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.getDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataframe</span></div>
+
+
+    <span class="c1"># This function will save the list of objects found in each image as a transactional database.</span>
+
+    <span class="c1"># creating transactional database</span>
+<div class="viewcode-block" id="createDatabase.saveAsTransactionalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTransactionalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsTransactionalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">writeLine</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+    <span class="c1"># creating temporal database</span>
+<div class="viewcode-block" id="createDatabase.saveAsTemporalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTemporalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsTemporalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="n">sep</span> <span class="o">+</span> <span class="n">writeLine</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+    <span class="c1"># creating utility transactional database</span>
+
+<div class="viewcode-block" id="createDatabase.saveAsUtilityTransactionalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTransactionalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsUtilityTransactionalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeLine2</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">writeLine</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemSupportSum</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="n">writeLine2</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+    <span class="c1"># creating utility temporal database</span>
+
+<div class="viewcode-block" id="createDatabase.saveAsUtilityTemporalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTemporalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsUtilityTemporalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeLine2</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                    <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">sep</span><span class="p">)</span> <span class="o">+</span> <span class="n">writeLine</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemSupportSum</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span> <span class="o">+</span> <span class="n">writeLine2</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+    <span class="c1"># creating uncertain transactional database</span>
+
+<div class="viewcode-block" id="createDatabase.saveAsUncertainTransactionalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTransactionalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsUncertainTransactionalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeLine2</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">probabilityValuesList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">writeLine</span> <span class="o">+</span> <span class="s2">&quot;:1:&quot;</span> <span class="o">+</span> <span class="n">writeLine2</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+    <span class="c1"># creating uncertain Temporal database</span>
+
+<div class="viewcode-block" id="createDatabase.saveAsUncertainTemporalDB">
+<a class="viewcode-back" href="../../../../PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTemporalDB">[docs]</a>
+    <span class="k">def</span> <span class="nf">saveAsUncertainTemporalDB</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">writeFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">writeLine</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeLine2</span> <span class="o">=</span> <span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">probabilityValuesList</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="n">writeFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">sep</span><span class="p">)</span> <span class="o">+</span> <span class="n">writeLine</span> <span class="o">+</span> <span class="s2">&quot;:1:&quot;</span> <span class="o">+</span> <span class="n">writeLine2</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">writeFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">createDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">saveAsUncertainTemporalDB</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/messaging/discord.html b/sphinx/_build/html/_modules/PAMI/extras/messaging/discord.html
new file mode 100644
index 000000000..82b68a25b
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/messaging/discord.html
@@ -0,0 +1,130 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.messaging.discord &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../../index.html" class="icon icon-home">
+            PAMI
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.messaging.discord</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.messaging.discord</h1><div class="highlight"><pre>
+<span></span>
+<span class="c1"># Create WebHook for the Discord Channel: https://support.discord.com/hc/en-us/articles/228383668-Intro-to-Webhooks</span>
+
+<span class="c1"># Copy the discord.Webhook.from_url</span>
+
+<span class="c1"># Send messages</span>
+
+<span class="kn">from</span> <span class="nn">discord</span> <span class="kn">import</span> <span class="n">SyncWebhook</span>
+
+
+<div class="viewcode-block" id="discord">
+<a class="viewcode-back" href="../../../../PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord">[docs]</a>
+<span class="k">class</span> <span class="nc">discord</span><span class="p">():</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">url</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">url</span> <span class="o">=</span> <span class="n">url</span>
+
+
+<div class="viewcode-block" id="discord.send">
+<a class="viewcode-back" href="../../../../PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord.send">[docs]</a>
+    <span class="k">def</span> <span class="nf">send</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">message</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">webhook</span> <span class="o">=</span> <span class="n">SyncWebhook</span><span class="o">.</span><span class="n">from_url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">url</span><span class="p">)</span>
+            <span class="n">webhook</span><span class="o">.</span><span class="n">send</span><span class="p">(</span><span class="n">message</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+            <span class="c1"># Print any error messages to stdout</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">e</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/messaging/gmail.html b/sphinx/_build/html/_modules/PAMI/extras/messaging/gmail.html
new file mode 100644
index 000000000..08dc07710
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/messaging/gmail.html
@@ -0,0 +1,157 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.messaging.gmail &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../../index.html" class="icon icon-home">
+            PAMI
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.messaging.gmail</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.messaging.gmail</h1><div class="highlight"><pre>
+<span></span><span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">smtplib</span><span class="o">,</span> <span class="nn">ssl</span>
+
+
+<span class="kn">from</span> <span class="nn">email.message</span> <span class="kn">import</span> <span class="n">EmailMessage</span>
+
+<div class="viewcode-block" id="gmail">
+<a class="viewcode-back" href="../../../../PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail">[docs]</a>
+<span class="k">class</span> <span class="nc">gmail</span><span class="p">():</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">userName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">password</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">userName</span> <span class="o">=</span> <span class="n">userName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">password</span> <span class="o">=</span> <span class="n">password</span>
+
+
+<div class="viewcode-block" id="gmail.send">
+<a class="viewcode-back" href="../../../../PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail.send">[docs]</a>
+    <span class="k">def</span> <span class="nf">send</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">toAddress</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">subject</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">body</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">smtp_server</span> <span class="o">=</span> <span class="n">smtplib</span><span class="o">.</span><span class="n">SMTP</span><span class="p">(</span><span class="s1">&#39;smtp.gmail.com&#39;</span><span class="p">,</span> <span class="mi">587</span><span class="p">)</span>
+        <span class="k">try</span><span class="p">:</span>
+
+            <span class="n">smtp_server</span><span class="o">.</span><span class="n">starttls</span><span class="p">()</span>
+            <span class="n">smtp_server</span><span class="o">.</span><span class="n">login</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">userName</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">password</span><span class="p">)</span>
+
+            <span class="n">message</span> <span class="o">=</span> <span class="n">EmailMessage</span><span class="p">()</span>
+            <span class="n">message</span><span class="o">.</span><span class="n">set_content</span><span class="p">(</span><span class="n">body</span><span class="p">)</span>
+
+            <span class="n">message</span><span class="p">[</span><span class="s1">&#39;Subject&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">subject</span>
+            <span class="n">message</span><span class="p">[</span><span class="s1">&#39;From&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">userName</span>
+            <span class="n">message</span><span class="p">[</span><span class="s1">&#39;To&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">toAddress</span>
+
+            <span class="n">smtp_server</span><span class="o">.</span><span class="n">send_message</span><span class="p">(</span><span class="n">message</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+            <span class="c1"># Print any error messages to stdout</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+        <span class="k">finally</span><span class="p">:</span>
+            <span class="n">smtp_server</span><span class="o">.</span><span class="n">quit</span><span class="p">()</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html b/sphinx/_build/html/_modules/PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html
new file mode 100644
index 000000000..631ac082d
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html
@@ -0,0 +1,232 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo</h1><div class="highlight"><pre>
+<span></span><span class="c1"># findNeighboursUsingEuclidean is a code used to create a neighbourhood file using Euclidean distance.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.neighbours import findNeighboursUsingEuclidean as db</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = db.findNeighboursUsingGeodesic(iFile, oFile, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingEuclideanDistance">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance">[docs]</a>
+<span class="k">class</span> <span class="nc">createNeighborhoodFileUsingEuclideanDistance</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create a neighbourhood file using euclid distance.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        :param iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        :param oFile : file</span>
+<span class="sd">            Output file name or path pf the output file</span>
+<span class="sd">        :param maxEuclideanDistance : int</span>
+<span class="sd">            The user can specify maxEuclideanDistance.</span>
+<span class="sd">            This program find pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace</span>
+<span class="sd">            and store the pairs.</span>
+<span class="sd">        :param  seperator: str :</span>
+<span class="sd">                    This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            find and store the pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace.</span>
+<span class="sd">        getFileName()</span>
+<span class="sd">            This function returns output file name.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.neighbours import findNeighboursUsingEuclidean as db</span>
+
+<span class="sd">            obj = db.findNeighboursUsingEuclidean(iFile, oFile, 10, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span><span class="n">oFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span><span class="n">maxEucledianDistance</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">seperator</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">oFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxEucledianDistance</span> <span class="o">=</span> <span class="n">maxEucledianDistance</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">uniqueItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">coordinates</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">,</span><span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">l</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">seperator</span><span class="p">)</span>
+                <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                    <span class="k">if</span> <span class="n">i</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;1&#39;</span><span class="p">:</span>
+                        <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">uniqueItems</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">uniqueItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">uniqueItems</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">&quot;Point()&quot;</span><span class="p">)</span>
+            <span class="n">coordinates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">())</span>
+        <span class="c1">#print(&quot;Total number of unique coordinates in the given file: &quot;len(coordinates))</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">j</span><span class="p">:</span>
+                    <span class="n">firstCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">secondCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">x1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">y1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">x2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">y2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">ansX</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span>
+                    <span class="n">ansY</span> <span class="o">=</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
+                    <span class="n">dist</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">pow</span><span class="p">(</span><span class="n">ansX</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> <span class="o">-</span> <span class="nb">pow</span><span class="p">(</span><span class="n">ansY</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
+                    <span class="n">norm</span> <span class="o">=</span> <span class="n">sqrt</span><span class="p">(</span><span class="n">dist</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">norm</span> <span class="o">&lt;=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">maxEucledianDistance</span><span class="p">):</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">),[])</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">)</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span><span class="s2">&quot;w+&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">result</span><span class="p">:</span>
+                <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">+</span><span class="s2">&quot; &quot;</span><span class="o">+</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span><span class="o">+</span> <span class="n">seperator</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                    <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span><span class="o">+</span> <span class="n">seperator</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingEuclideanDistance.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">createNeighborhoodFileUsingEuclideanDistance</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/neighbours/findNeighboursUsingEuclidean.html b/sphinx/_build/html/_modules/PAMI/extras/neighbours/findNeighboursUsingEuclidean.html
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+  <h1>Source code for PAMI.extras.neighbours.findNeighboursUsingEuclidean</h1><div class="highlight"><pre>
+<span></span><span class="c1"># findNeighboursUsingEuclidean is a code used to create a neighbourhood file using Euclidean distance.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.neighbours import findNeighboursUsingEuclidean as db</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = db.findNeighboursUsingGeodesic(iFile, oFile, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingEuclideanDistance">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance">[docs]</a>
+<span class="k">class</span> <span class="nc">createNeighborhoodFileUsingEuclideanDistance</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create a neighbourhood file using euclid distance.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        :param iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        :param oFile : file</span>
+<span class="sd">            Output file name or path pf the output file</span>
+<span class="sd">        :param maxEuclideanDistance : int</span>
+<span class="sd">            The user can specify maxEuclideanDistance.</span>
+<span class="sd">            This program find pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace</span>
+<span class="sd">            and store the pairs.</span>
+<span class="sd">        :param  seperator: str :</span>
+<span class="sd">                    This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            find and store the pairs of values whose Euclidean distance is less than or equal to maxEucledianDistace.</span>
+<span class="sd">        getFileName()</span>
+<span class="sd">            This function returns output file name.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.neighbours import findNeighboursUsingEuclidean as db</span>
+
+<span class="sd">            obj = db.findNeighboursUsingEuclidean(iFile, oFile, 10, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span><span class="n">oFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span><span class="n">maxEucledianDistance</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">seperator</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">oFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxEucledianDistance</span> <span class="o">=</span> <span class="n">maxEucledianDistance</span>
+
+        <span class="n">coordinates</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">,</span><span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">l</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">seperator</span><span class="p">)</span>
+                <span class="c1">#print(l)</span>
+                <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">coordinates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">))</span>
+                <span class="c1">#print(l[0])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">j</span><span class="p">:</span>
+                    <span class="n">firstCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">secondCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">x1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">y1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">x2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">y2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">ansX</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span>
+                    <span class="n">ansY</span> <span class="o">=</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
+                    <span class="n">dist</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">pow</span><span class="p">(</span><span class="n">ansX</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> <span class="o">-</span> <span class="nb">pow</span><span class="p">(</span><span class="n">ansY</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
+                    <span class="n">norm</span> <span class="o">=</span> <span class="n">sqrt</span><span class="p">(</span><span class="n">dist</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">norm</span> <span class="o">&lt;=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">maxEucledianDistance</span><span class="p">):</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">),[])</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">)</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span><span class="s2">&quot;w+&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">result</span><span class="p">:</span>
+                <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">+</span><span class="s2">&quot; &quot;</span><span class="o">+</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span><span class="o">+</span> <span class="n">seperator</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                    <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span><span class="o">+</span> <span class="n">seperator</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingEuclideanDistance.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">createNeighborhoodFileUsingEuclideanDistance</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+
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+      <li class="breadcrumb-item active">PAMI.extras.neighbours.findNeighboursUsingGeodesic</li>
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+             
+  <h1>Source code for PAMI.extras.neighbours.findNeighboursUsingGeodesic</h1><div class="highlight"><pre>
+<span></span><span class="c1"># findNeighboursUsingGeodesic is a code used to create a neighbourhood file using Geodesic distance.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.neighbours import findNeighboursUsingGeodesic as db</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = db.findNeighboursUsingGeodesic(iFile, oFile, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
+<span class="kn">from</span> <span class="nn">geopy.distance</span> <span class="kn">import</span> <span class="n">geodesic</span>
+
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingGeodesicDistance">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance">[docs]</a>
+<span class="k">class</span> <span class="nc">createNeighborhoodFileUsingGeodesicDistance</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create a neighbourhood file using Geodesic distance.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        :param iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        :param oFile : file</span>
+<span class="sd">            Output file name or path pf the output file</span>
+<span class="sd">        :param maxDistance : float</span>
+<span class="sd">            The user can specify maxDistance in Km(Kilometers).</span>
+<span class="sd">            This program find pairs of values whose Geodesic distance is less than or equal to maxDistace</span>
+<span class="sd">            and store the pairs.</span>
+<span class="sd">        :param  seperator: str :</span>
+<span class="sd">                    This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            find and store the pairs of values whose Geodesic distance is less than or equal to maxDistace.</span>
+<span class="sd">        getFileName()</span>
+<span class="sd">            This function returns output file name.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.neighbours import findNeighboursUsingGeodesic as db</span>
+
+<span class="sd">             obj = db.findNeighboursUsingGeodesic(iFile, oFile, 10, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">oFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">maxDistance</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">seperator</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">oFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxDistance</span> <span class="o">=</span> <span class="n">maxDistance</span>
+
+        <span class="n">coordinates</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">l</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">seperator</span><span class="p">)</span>
+                <span class="c1"># print(l)</span>
+                <span class="n">l</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">l</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+                <span class="n">coordinates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">))</span>
+                <span class="c1"># print(l[0])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">coordinates</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">j</span><span class="p">:</span>
+                    <span class="n">firstCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">secondCoordinate</span> <span class="o">=</span> <span class="n">coordinates</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">long1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">lat1</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">long2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">lat2</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+
+                    <span class="n">dist</span> <span class="o">=</span> <span class="n">geodesic</span><span class="p">((</span><span class="n">lat1</span><span class="p">,</span> <span class="n">long1</span><span class="p">),</span> <span class="p">(</span><span class="n">lat2</span><span class="p">,</span> <span class="n">long2</span><span class="p">))</span><span class="o">.</span><span class="n">kilometers</span>
+
+                    <span class="k">if</span> <span class="n">dist</span> <span class="o">&lt;=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">maxDistance</span><span class="p">):</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">),</span> <span class="p">[])</span>
+                        <span class="n">result</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">firstCoordinate</span><span class="p">)]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">secondCoordinate</span><span class="p">)</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s2">&quot;w+&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">result</span><span class="p">:</span>
+                <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span> <span class="o">+</span> <span class="n">seperator</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                    <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot;Point(&quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">j</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span> <span class="o">+</span> <span class="n">seperator</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">string</span><span class="p">)</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+<div class="viewcode-block" id="createNeighborhoodFileUsingGeodesicDistance.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">createNeighborhoodFileUsingGeodesicDistance</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/plotPointOnMap.html b/sphinx/_build/html/_modules/PAMI/extras/plotPointOnMap.html
new file mode 100644
index 000000000..f361c3d1b
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/plotPointOnMap.html
@@ -0,0 +1,242 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.plotPointOnMap &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.plotPointOnMap</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.plotPointOnMap</h1><div class="highlight"><pre>
+<span></span><span class="c1"># plotPointOnMap is used to take the input patterns and plot the points on map.</span>
+<span class="c1">#</span>
+<span class="c1">#     **Importing this algorithm into a python program**</span>
+<span class="c1">#     --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import plotPointOnMap as plt</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = plt.plotPointOnMap(&quot; &quot;, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">folium</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<div class="viewcode-block" id="plotPointOnMap">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap">[docs]</a>
+<span class="k">class</span> <span class="nc">plotPointOnMap</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: plotPointOnMap is used to take the input patterns and plot the points on map</span>
+
+<span class="sd">    :param  inputPatterns: str :</span>
+<span class="sd">                Name of the Input file</span>
+<span class="sd">    :param  k: str :</span>
+<span class="sd">                Name of the FuzFile to process set of data.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import plotPointOnMap as plt</span>
+
+<span class="sd">                obj = plt.plotPointOnMap(&quot; &quot;, 10, &quot;\t&quot;)</span>
+
+<span class="sd">                obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputPatterns</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span><span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span> <span class="o">=</span> <span class="n">inputPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="plotPointOnMap.findTopKPatterns">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.findTopKPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">findTopKPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
+        <span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">patterns</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">patterns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+
+        <span class="n">patterns</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">Database</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># return {patternId: patterns[patternId - 1] for patternId in range(1, int(self.k) + 1)}</span>
+        <span class="k">return</span> <span class="n">patterns</span><span class="p">[:</span><span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="plotPointOnMap.convertPOINT">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.convertPOINT">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertPOINT</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+        <span class="n">locations</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">,</span> <span class="s1">&#39;latitude&#39;</span><span class="p">,</span> <span class="s1">&#39;longitude&#39;</span><span class="p">])</span>
+        <span class="n">patternId</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+                <span class="n">location</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
+                <span class="n">latitude</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">longitude</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">location</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">patternId</span><span class="p">,</span> <span class="n">latitude</span><span class="p">,</span> <span class="n">longitude</span><span class="p">],</span> <span class="n">index</span><span class="o">=</span><span class="n">locations</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+                <span class="n">locations</span> <span class="o">=</span> <span class="n">locations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="n">patternId</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">locations</span></div>
+
+
+
+
+<div class="viewcode-block" id="plotPointOnMap.plotPointInMap">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.plotPointInMap">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotPointInMap</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">:</span>
+        <span class="n">topKPatterns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">findTopKPatterns</span><span class="p">()</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertPOINT</span><span class="p">(</span><span class="n">topKPatterns</span><span class="p">)</span>
+        <span class="n">mmap</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="mf">35.39</span><span class="p">,</span> <span class="mf">139.44</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
+        <span class="c1"># df = pd.read_csv(inputFile)</span>
+        <span class="n">colors</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="s1">&#39;green&#39;</span><span class="p">,</span> <span class="s1">&#39;purple&#39;</span><span class="p">,</span> <span class="s1">&#39;orange&#39;</span><span class="p">,</span> <span class="s1">&#39;darkred&#39;</span><span class="p">,</span> <span class="s1">&#39;beige&#39;</span><span class="p">,</span> <span class="s1">&#39;darkblue&#39;</span><span class="p">,</span> <span class="s1">&#39;darkgreen&#39;</span><span class="p">,</span>
+                  <span class="s1">&#39;cadetblue&#39;</span><span class="p">,</span> <span class="s1">&#39;darkpurple&#39;</span><span class="p">,</span> <span class="s1">&#39;white&#39;</span><span class="p">,</span> <span class="s1">&#39;pink&#39;</span><span class="p">,</span><span class="s1">&#39;gray&#39;</span><span class="p">,</span> <span class="s1">&#39;black&#39;</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
+            <span class="n">mmap</span><span class="o">.</span><span class="n">add_child</span><span class="p">(</span><span class="n">folium</span><span class="o">.</span><span class="n">CircleMarker</span><span class="p">(</span>
+                <span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]],</span>
+                <span class="n">popup</span><span class="o">=</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">],</span>
+                <span class="n">radius</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+                <span class="n">color</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span>
+                <span class="n">fill</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="n">fill_color</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span>
+            <span class="p">))</span>
+        <span class="k">return</span> <span class="n">mmap</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">plotPointOnMap</span><span class="p">(</span><span class="s1">&#39;visualizePatterns.csv&#39;</span><span class="p">)</span>
+    <span class="n">mmap</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">plotPointInMap</span><span class="p">()</span>
+    <span class="n">mmap</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/plotPointOnMap_dump.html b/sphinx/_build/html/_modules/PAMI/extras/plotPointOnMap_dump.html
new file mode 100644
index 000000000..e3059df3d
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+<!DOCTYPE html>
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+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.plotPointOnMap_dump</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.plotPointOnMap_dump</h1><div class="highlight"><pre>
+<span></span><span class="c1"># plotPointOnMap_dump is used to take the input patterns and plot the points on map.</span>
+<span class="c1">#</span>
+<span class="c1">#     **Importing this algorithm into a python program**</span>
+<span class="c1">#     --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import plotPointOnMap_dump as plt</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = plt.plotPointOnMap_dump(&quot; &quot;, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">folium</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+<span class="kn">import</span> <span class="nn">re</span>
+
+<div class="viewcode-block" id="plotPointOnMap">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap">[docs]</a>
+<span class="k">class</span> <span class="nc">plotPointOnMap</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: plotPointOnMap is used to take the input patterns and plot the points on map</span>
+
+<span class="sd">    :param  inputPatterns: str :   Name of the Input file</span>
+<span class="sd">    :param  k: str :   Name of the FuzFile to process set of data.</span>
+<span class="sd">    :param  sep: str :   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import plotPointOnMap as plt</span>
+
+<span class="sd">                obj = plt.plotPointOnMap(&quot; &quot;, 10, &quot;\t&quot;)</span>
+
+<span class="sd">                obj.save()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputPatterns</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span> <span class="o">=</span> <span class="n">inputPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="plotPointOnMap.findTopKPatterns">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.findTopKPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">findTopKPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span> 
+        <span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">patterns</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">patterns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputPatterns</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+
+        <span class="n">patterns</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">Database</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># return {patternId: patterns[patternId - 1] for patternId in range(1, int(self.k) + 1)}</span>
+        <span class="k">return</span> <span class="n">patterns</span><span class="p">[:</span><span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="plotPointOnMap.convertPOINT">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.convertPOINT">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertPOINT</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+        <span class="n">locations</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">,</span> <span class="s1">&#39;latitude&#39;</span><span class="p">,</span> <span class="s1">&#39;longitude&#39;</span><span class="p">])</span>
+        <span class="n">patternId</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+                <span class="n">location</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
+                <span class="n">longitude</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">latitude</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[^0-9. ]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">location</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">patternId</span><span class="p">,</span> <span class="n">latitude</span><span class="p">,</span> <span class="n">longitude</span><span class="p">],</span> <span class="n">index</span><span class="o">=</span><span class="n">locations</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+                <span class="n">locations</span> <span class="o">=</span> <span class="n">locations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="n">patternId</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">locations</span></div>
+
+
+
+
+<div class="viewcode-block" id="plotPointOnMap.plotPointInMap">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.plotPointInMap">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotPointInMap</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">:</span>
+        <span class="n">topKPatterns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">findTopKPatterns</span><span class="p">()</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertPOINT</span><span class="p">(</span><span class="n">topKPatterns</span><span class="p">)</span>
+        <span class="n">mmap</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="mf">35.39</span><span class="p">,</span> <span class="mf">139.44</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+        <span class="c1"># df = pd.read_csv(inputFile)</span>
+        <span class="n">colors</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="s1">&#39;green&#39;</span><span class="p">,</span> <span class="s1">&#39;purple&#39;</span><span class="p">,</span> <span class="s1">&#39;orange&#39;</span><span class="p">,</span> <span class="s1">&#39;darkred&#39;</span><span class="p">,</span> <span class="s1">&#39;lightred&#39;</span><span class="p">,</span> <span class="s1">&#39;beige&#39;</span><span class="p">,</span> <span class="s1">&#39;darkblue&#39;</span><span class="p">,</span> <span class="s1">&#39;darkgreen&#39;</span><span class="p">,</span>
+                  <span class="s1">&#39;cadetblue&#39;</span><span class="p">,</span> <span class="s1">&#39;darkpurple&#39;</span><span class="p">,</span> <span class="s1">&#39;white&#39;</span><span class="p">,</span> <span class="s1">&#39;pink&#39;</span><span class="p">,</span> <span class="s1">&#39;lightblue&#39;</span><span class="p">,</span> <span class="s1">&#39;lightgreen&#39;</span><span class="p">,</span> <span class="s1">&#39;gray&#39;</span><span class="p">,</span> <span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="s1">&#39;lightgray&#39;</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
+            <span class="n">folium</span><span class="o">.</span><span class="n">CircleMarker</span><span class="p">(</span>
+                <span class="n">location</span><span class="o">=</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]),</span>
+                <span class="n">popup</span><span class="o">=</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">],</span>
+                <span class="n">radius</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+                <span class="c1"># icon=folium.Icon(color=colors[int(row[&#39;patternId&#39;])-1])</span>
+                <span class="n">color</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span>
+                <span class="n">fill</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="n">fill_color</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;patternId&#39;</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span>
+            <span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">mmap</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">mmap</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">plotPointOnMap</span><span class="p">(</span><span class="s1">&#39;/Users/nakamura0803/medicalDataAnalytics/test/disease/pattern_8842163_0.8.txt&#39;</span><span class="p">)</span>
+    <span class="n">mmap</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">plotPointInMap</span><span class="p">()</span>
+    <span class="n">mmap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;map.html&#39;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/scatterPlotSpatialPoints.html b/sphinx/_build/html/_modules/PAMI/extras/scatterPlotSpatialPoints.html
new file mode 100644
index 000000000..caf06b0fa
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+++ b/sphinx/_build/html/_modules/PAMI/extras/scatterPlotSpatialPoints.html
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.scatterPlotSpatialPoints</li>
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+             
+  <h1>Source code for PAMI.extras.scatterPlotSpatialPoints</h1><div class="highlight"><pre>
+<span></span><span class="c1"># scatterPlotSpatialPoints is used to convert the given data and plot the points.</span>
+<span class="c1">#</span>
+<span class="c1">#   **Importing this algorithm into a python program**</span>
+<span class="c1">#   --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#   from PAMI.extras.syntheticDataGenerator import scatterPlotSpatialPoints as plt</span>
+<span class="c1">#</span>
+<span class="c1">#   obj = plt.scatterPlotSpatialPoints(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#   obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">_plt</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+
+<div class="viewcode-block" id="scatterPlotSpatialPoints">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints">[docs]</a>
+<span class="k">class</span> <span class="nc">scatterPlotSpatialPoints</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:   scatterPlotSpatialPoints is used to convert the given data and plot the points.</span>
+
+<span class="sd">    :param  iFile: str :  Name of the Input file</span>
+<span class="sd">    :param  sep: str :   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import scatterPlotSpatialPoints as plt</span>
+
+<span class="sd">                obj = plt.scatterPlotSpatialPoints(iFile, &quot;\t&quot; )</span>
+
+<span class="sd">                obj.save(oFile)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span><span class="kc">None</span><span class="p">:</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_scanningPoints</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+
+        <span class="n">points</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;x&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;y&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;y&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)):</span>
+                <span class="n">points</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">startswith</span><span class="p">((</span><span class="s1">&#39;http:&#39;</span><span class="p">,</span> <span class="s1">&#39;https:&#39;</span><span class="p">)):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">points</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">points</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">points</span>
+
+<div class="viewcode-block" id="scatterPlotSpatialPoints.scatterPlotSpatialPoints">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints.scatterPlotSpatialPoints">[docs]</a>
+    <span class="k">def</span> <span class="nf">scatterPlotSpatialPoints</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">points</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_scanningPoints</span><span class="p">()</span>
+        <span class="n">keys</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">points</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">points</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="n">_plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">keys</span><span class="p">,</span> <span class="n">values</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s2">&quot;Red&quot;</span><span class="p">)</span>
+        <span class="n">_plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;X-axis&quot;</span><span class="p">)</span>
+        <span class="n">_plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Y-axis&quot;</span><span class="p">)</span>
+        <span class="n">_plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Scatter Plot is generated&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">ab</span> <span class="o">=</span> <span class="n">scatterPlotSpatialPoints</span><span class="p">(</span><span class="n">iFile</span> <span class="o">=</span> <span class="s1">&#39;/Users/Likhitha/Downloads/spatial_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;,&#39;</span><span class="p">)</span>
+    <span class="n">ab</span><span class="o">.</span><span class="n">scatterPlotSpatialPoints</span><span class="p">()</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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new file mode 100644
index 000000000..7318a23f8
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.stats.TransactionalDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.stats.TransactionalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Transactional Database is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.stats import transactionalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.transactionalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+
+<div class="viewcode-block" id="TransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">TransactionalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  TransactionalDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">            input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumPeriod()</span>
+<span class="sd">            get the minimum period</span>
+<span class="sd">        getAveragePeriod()</span>
+<span class="sd">            get the average period</span>
+<span class="sd">        getMaximumPeriod()</span>
+<span class="sd">            get the maximum period</span>
+<span class="sd">        getStandardDeviationPeriod()</span>
+<span class="sd">            get the standard deviation period</span>
+<span class="sd">        getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">            get number of transactions per time stamp. This time stamp range is 1 to max period.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.stats import TransactionalDatabase as db</span>
+
+<span class="sd">            obj = db.TransactionalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="TransactionalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># self.creatingItemSets()</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;tid&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;tid&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="c1"># big_array = np.zeros((self.getDatabaseSize(), len(self.getSortedListOfItemFrequencies())))</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="c1"># new = pd.DataFrame.from_dict(itemsets)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span></div>
+
+    
+<div class="viewcode-block" id="TransactionalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get transaction length</span>
+<span class="sd">        :return: a dictionary with transaction</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+                   
+<div class="viewcode-block" id="TransactionalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of transactions) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Transaction Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+  
+<div class="viewcode-block" id="TransactionalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="c1"># itemFrequencies = self.getFrequenciesInRange()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;tid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="c1"># data = pd.DataFrame.from_dict(&#39;transactional_T10I4D100K.csv&#39;)</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+    <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+    <span class="c1"># obj = TransactionalDatabase(data)</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+
+
+
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/stats/graphDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/stats/graphDatabase.html
new file mode 100644
index 000000000..22058da3a
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.stats.graphDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.stats.graphDatabase</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<div class="viewcode-block" id="graphDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">graphDatabase</span><span class="p">:</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">current_graph</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;vertices&#39;</span><span class="p">:</span> <span class="p">[],</span> <span class="s1">&#39;edges&#39;</span><span class="p">:</span> <span class="p">[]}</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">file</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;t #&#39;</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">]:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_graph</span><span class="p">)</span>
+                        <span class="n">current_graph</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;vertices&#39;</span><span class="p">:</span> <span class="p">[],</span> <span class="s1">&#39;edges&#39;</span><span class="p">:</span> <span class="p">[]}</span>
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;v&#39;</span><span class="p">):</span>
+                    <span class="n">_</span><span class="p">,</span> <span class="n">v_id</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                    <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="nb">int</span><span class="p">(</span><span class="n">v_id</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">label</span><span class="p">)))</span>
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;e&#39;</span><span class="p">):</span>
+                    <span class="n">_</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                    <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="nb">int</span><span class="p">(</span><span class="n">v1</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">v2</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">label</span><span class="p">)))</span>
+
+        <span class="k">if</span> <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">current_graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_graph</span><span class="p">)</span>
+
+<div class="viewcode-block" id="graphDatabase.printIndividualGraphStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printIndividualGraphStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printIndividualGraphStats</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">graph</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">):</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Graph </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">:&quot;</span><span class="p">)</span>
+            <span class="n">num_vertices</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">])</span>
+            <span class="n">num_edges</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">])</span>
+            <span class="n">vertex_labels</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">label</span> <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">])</span>
+            <span class="n">edge_labels</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">label</span> <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">])</span>
+
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;  Number of vertices: </span><span class="si">{</span><span class="n">num_vertices</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;  Number of edges: </span><span class="si">{</span><span class="n">num_edges</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;  Unique vertex labels: </span><span class="si">{</span><span class="n">vertex_labels</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;  Unique edge labels: </span><span class="si">{</span><span class="n">edge_labels</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="graphDatabase.printGraphDatabaseStatistics">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printGraphDatabaseStatistics">[docs]</a>
+    <span class="k">def</span> <span class="nf">printGraphDatabaseStatistics</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">total_nodes</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">total_edges</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">vertex_labels</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">edge_labels</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">graph</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">graph</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">]</span>
+        
+        <span class="k">for</span> <span class="n">graph</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">:</span>
+            <span class="n">total_nodes</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">])</span>
+            <span class="n">total_edges</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">])</span>
+            
+            <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">[</span><span class="s1">&#39;vertices&#39;</span><span class="p">]:</span>
+                <span class="n">vertex_labels</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">vertex</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>  
+                
+            <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">[</span><span class="s1">&#39;edges&#39;</span><span class="p">]:</span>
+                <span class="n">edge_labels</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">edge</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>  
+
+        <span class="n">average_nodes</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">average_edges</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graphs</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">max_nodes</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">min_nodes</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">max_edges</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">min_edges</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphs</span> <span class="k">else</span> <span class="mi">0</span>
+        <span class="n">total_unique_vertex_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">vertex_labels</span><span class="p">)</span>
+        <span class="n">total_unique_edge_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">edge_labels</span><span class="p">)</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;average_nodes: </span><span class="si">{</span><span class="n">average_nodes</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;average_edges: </span><span class="si">{</span><span class="n">average_edges</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;max_nodes: </span><span class="si">{</span><span class="n">max_nodes</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;min_nodes: </span><span class="si">{</span><span class="n">min_nodes</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;max_edges: </span><span class="si">{</span><span class="n">max_edges</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;min_edges: </span><span class="si">{</span><span class="n">min_edges</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;total_unique_vertex_labels: </span><span class="si">{</span><span class="n">total_unique_vertex_labels</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;total_unique_edge_labels: </span><span class="si">{</span><span class="n">total_unique_edge_labels</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="graphDatabase.plotNodeDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotNodeDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotNodeDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        
+        <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nodes_per_graph</span><span class="p">))),</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Nodes per Graph&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Nodes&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="graphDatabase.plotEdgeDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotEdgeDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotEdgeDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        
+        <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">edges_per_graph</span><span class="p">))),</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Edges per Graph&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Edges&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+        
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">file_path</span> <span class="o">=</span> <span class="s1">&#39;Chemical_340.txt&#39;</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">graphDatabase</span><span class="p">(</span><span class="n">file_path</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printGraphDatabaseStatistics</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printIndividualGraphStats</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotNodeDistribution</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">plotEdgeDistribution</span><span class="p">()</span>
+</pre></div>
+
+           </div>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.stats.sequentialDatabase</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.stats.sequentialDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.stats import sequentialDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.sequentialDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+
+<div class="viewcode-block" id="sequentialDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">sequentialDatabase</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    SequentialDatabase is to get stats of database like avarage, minimun, maximum  and so on.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">               input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">               separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        readDatabase():</span>
+<span class="sd">            read sequential database from input file and store into database and size of each sequence and subsequences.</span>
+<span class="sd">        getDatabaseSize(self):</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getTotalNumberOfItems(self):</span>
+<span class="sd">            get the number of items in database.</span>
+<span class="sd">        getMinimumSequenceLength(self):</span>
+<span class="sd">            get the minimum sequence length</span>
+<span class="sd">        getAverageSubsequencePerSequenceLength(self):</span>
+<span class="sd">            get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</span>
+<span class="sd">        getAverageItemPerSubsequenceLength(self):</span>
+<span class="sd">            get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</span>
+<span class="sd">        getMaximumSequenceLength(self):</span>
+<span class="sd">            get the maximum sequence length</span>
+<span class="sd">        getStandardDeviationSubsequenceLength(self):</span>
+<span class="sd">            get the standard deviation subsequence length</span>
+<span class="sd">        getVarianceSequenceLength(self):</span>
+<span class="sd">            get the variance Sequence length</span>
+<span class="sd">        getSequenceSize(self):</span>
+<span class="sd">            get the size of sequence</span>
+<span class="sd">        getMinimumSubsequenceLength(self):</span>
+<span class="sd">            get the minimum subsequence length</span>
+<span class="sd">        getAverageItemPerSequenceLength(self):</span>
+<span class="sd">            get the average item length per sequence. It is sum of all item length divided by sequence length.</span>
+<span class="sd">        getMaximumSubsequenceLength(self):</span>
+<span class="sd">            get the maximum subsequence length</span>
+<span class="sd">        getStandardDeviationSubsequenceLength(self):</span>
+<span class="sd">            get the standard deviation subsequence length</span>
+<span class="sd">        getVarianceSubsequenceLength(self):</span>
+<span class="sd">            get the variance subSequence length</span>
+<span class="sd">        getSortedListOfItemFrequencies(self):</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getFrequenciesInRange(self):</span>
+<span class="sd">            get sorted list of item frequencies in some range</span>
+<span class="sd">        getSequencialLengthDistribution(self):</span>
+<span class="sd">            get Sequence length Distribution</span>
+<span class="sd">        getSubsequencialLengthDistribution(self):</span>
+<span class="sd">            get subSequence length distribution</span>
+<span class="sd">        printStats(self):</span>
+<span class="sd">            to print the all status of sequence database</span>
+<span class="sd">        plotGraphs(self):</span>
+<span class="sd">            to plot the  distribution about items, subsequences in sequence and items in subsequence</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import SequentialDatabase as db</span>
+
+<span class="sd">            obj = db.SequentialDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 sequentialDatabase.py &lt;inputFile&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 sequentialDatabase.py sampleDB.txt</span>
+
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">        import PAMI.extra.DBstats.SequentialDatabase as alg</span>
+<span class="sd">        _ap=alg.SequentialDatabase(inputfile,sep)</span>
+<span class="sd">        _ap.readDatabase()</span>
+<span class="sd">        _ap.printStats()</span>
+<span class="sd">        _ap.plotGraphs()</span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------------</span>
+<span class="sd">        The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator character for input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="sequentialDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read sequential database from input file and store into database and size of each sequence and subsequences.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="n">rowNum</span><span class="o">=</span><span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                            <span class="n">tempSorted</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">())))</span>
+                            <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                    <span class="n">rowNum</span><span class="o">+=</span><span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">seq</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">rowNum</span><span class="p">]</span><span class="o">=</span><span class="n">seq</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">rowNum</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                        <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                        <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                        <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                        <span class="n">subseq</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                                <span class="n">tempSorted</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">())))</span>
+                                <span class="n">subseq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">))</span>
+                                <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempSorted</span><span class="p">)</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                                <span class="n">subseq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+                        <span class="k">if</span> <span class="n">subseq</span><span class="o">!=</span><span class="p">[]:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">subseq</span><span class="p">)</span>
+                        <span class="n">rowNum</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">if</span> <span class="n">seq</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">rowNum</span><span class="p">]</span> <span class="o">=</span> <span class="n">seq</span></div>
+
+
+
+<div class="viewcode-block" id="sequentialDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getMinimumSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum sequence length</span>
+<span class="sd">        :return: minimum sequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getAverageSubsequencePerSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageSubsequencePerSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageSubsequencePerSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average subsequence length per sequence length. It is sum of all subsequence length divided by sequence length.</span>
+<span class="sd">        :return: average subsequence length per sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getAverageItemPerSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageItemPerSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average Item length per subsequence. It is sum of all item length divided by subsequence length.</span>
+<span class="sd">        :return: average Item length per subsequence</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">sum</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getMaximumSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum sequence length</span>
+<span class="sd">        :return: maximum sequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getStandardDeviationSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation sequence length</span>
+<span class="sd">        :return: standard deviation sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getVarianceSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance Sequence length</span>
+<span class="sd">        :return: variance Sequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getSequenceSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequenceSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSequenceSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of sequence</span>
+<span class="sd">        :return: sequences size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getMinimumSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum subsequence length</span>
+<span class="sd">        :return: minimum subsequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getAverageItemPerSequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageItemPerSequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average item length per sequence. It is sum of all item length divided by sequence length.</span>
+<span class="sd">        :return: average item length per sequence</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">sum</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getMaximumSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum subsequence length</span>
+<span class="sd">        :return: maximum subsequence length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">)))</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getStandardDeviationSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation subsequence length</span>
+<span class="sd">        :return: standard deviation subsequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">allList</span><span class="o">=</span><span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="n">allList</span><span class="o">=</span><span class="n">allList</span><span class="o">+</span><span class="n">i</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="n">allList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getVarianceSubsequenceLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSubsequenceLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceSubsequenceLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance subSequence length</span>
+<span class="sd">        :return: variance subSequence length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">allList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="n">allList</span> <span class="o">=</span> <span class="n">allList</span> <span class="o">+</span> <span class="n">i</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="n">allList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">sub</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">seq</span><span class="p">]:</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">sub</span><span class="p">:</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies in some range</span>
+<span class="sd">        :return: item separated by its frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">va</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">va</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getSequencialLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequencialLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSequencialLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get Sequence length Distribution</span>
+<span class="sd">        :return: Sequence length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">seqLengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.getSubsequencialLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSubsequencialLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSubsequencialLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get subSequence length distribution</span>
+<span class="sd">        :return: subSequence length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">sublen</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">subSeqLengthList</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="n">sublen</span><span class="p">:</span>
+                <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To print the all status of sequence database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size (total no of sequence) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageSubsequencePerSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Sequence Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceSequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sequence size (total no of subsequence) : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSequenceSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageItemPerSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum subSequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Sequence Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance in Sequence Sizes : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceSubsequenceLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="sequentialDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To plot the  distribution about items, subsequences in sequence and items in subsequence</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">seqLen</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSequencialLengthDistribution</span><span class="p">()</span>
+        <span class="n">subLen</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">getSubsequencialLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;No of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">seqLen</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;sequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;sequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">subLen</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;subsequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;subsequence length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span><span class="o">=</span><span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">3</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">2</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span><span class="o">==</span><span class="mi">3</span><span class="p">:</span>
+            <span class="n">_ap</span><span class="o">=</span><span class="n">sequentialDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">sequentialDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.stats.temporalDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.stats.temporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># TemporalDatabase is a class used to get stats of database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.stats import TemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.temporalDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Union</span>
+
+
+<div class="viewcode-block" id="temporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">temporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   TemporalDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile : file</span>
+<span class="sd">            input file path</span>
+
+<span class="sd">        :param sep : str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        run()</span>
+<span class="sd">            execute readDatabase function</span>
+<span class="sd">        readDatabase()</span>
+<span class="sd">            read database from input file</span>
+<span class="sd">        getDatabaseSize()</span>
+<span class="sd">            get the size of database</span>
+<span class="sd">        getMinimumTransactionLength()</span>
+<span class="sd">            get the minimum transaction length</span>
+<span class="sd">        getAverageTransactionLength()</span>
+<span class="sd">            get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        getMaximumTransactionLength()</span>
+<span class="sd">            get the maximum transaction length</span>
+<span class="sd">        getStandardDeviationTransactionLength()</span>
+<span class="sd">            get the standard deviation of transaction length</span>
+<span class="sd">        getSortedListOfItemFrequencies()</span>
+<span class="sd">            get sorted list of item frequencies</span>
+<span class="sd">        getSortedListOfTransactionLength()</span>
+<span class="sd">            get sorted list of transaction length</span>
+<span class="sd">        save(data, outputFile)</span>
+<span class="sd">            store data into outputFile</span>
+<span class="sd">        getMinimumPeriod()</span>
+<span class="sd">            get the minimum period</span>
+<span class="sd">        getAveragePeriod()</span>
+<span class="sd">            get the average period</span>
+<span class="sd">        getMaximumPeriod()</span>
+<span class="sd">            get the maximum period</span>
+<span class="sd">        getStandardDeviationPeriod()</span>
+<span class="sd">            get the standard deviation period</span>
+<span class="sd">        getNumberOfTransactionsPerTimestamp()</span>
+<span class="sd">            get number of transactions per time stamp. This time stamp range is 1 to max period.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import TemporalDatabase as db</span>
+
+<span class="sd">            obj = db.TemporalDatabase(iFile, &quot;\t&quot;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator between column names and values in input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="temporalDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        And store the period between transactions as list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span> <span class="ow">and</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ts&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s1">&#39;records&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">0</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="n">timeStampList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">timeStampList</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span> <span class="o">-</span> <span class="n">preTimeStamp</span><span class="p">)</span>
+            <span class="n">preTimeStamp</span> <span class="o">=</span> <span class="n">ts</span>
+
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">periods</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: dataset size</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.convertDataIntoMatrix">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.convertDataIntoMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">convertDataIntoMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+        <span class="n">singleItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">singleItems</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itemsets</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">an_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">an_array</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getDensity">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDensity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDensity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database. sparsity is percentage of 0 of database.</span>
+<span class="sd">        :return: database sparsity</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">big_array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convertDataIntoMatrix</span><span class="p">()</span>
+        <span class="n">n_zeros</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">big_array</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">n_zeros</span> <span class="o">/</span> <span class="n">big_array</span><span class="o">.</span><span class="n">size</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="c1"># print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getPeriodsInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getPeriodsInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPeriodsInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])}</span>
+        <span class="n">rangePeriods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span> <span class="o">*</span> <span class="n">maximum</span> <span class="o">/</span> <span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)]</span>
+        <span class="c1"># print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangePeriods</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangePeriods</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangePeriods</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: transactional length</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMinimumInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum inter arrival period</span>
+<span class="sd">        :return: minimum inter arrival period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getAverageInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average inter arrival period. It is sum of all period divided by number of period.</span>
+<span class="sd">        :return: average inter arrival period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalPeriod</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalPeriod</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMaximumInterArrivalPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumInterArrivalPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumInterArrivalPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum inter arrival period</span>
+<span class="sd">        :return: maximum inter arrival period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMinimumPeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumPeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumPeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum period of the item</span>
+<span class="sd">        :return: minimum period</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getAveragePeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAveragePeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAveragePeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average period of the item</span>
+<span class="sd">        :return: average period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getMaximumPeriodOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumPeriodOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumPeriodOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum period of the item</span>
+<span class="sd">        :return: maximum period</span>
+<span class="sd">        :rtype:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">periods</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getStandardDeviationPeriod">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationPeriod">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation period</span>
+<span class="sd">        :return: standard deviation period</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">periodList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.getNumberOfTransactionsPerTimestamp">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getNumberOfTransactionsPerTimestamp">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfTransactionsPerTimestamp</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get number of transactions per time stamp</span>
+<span class="sd">        :return: number of transactions per time stamp as dict</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maxTS</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">timeStampCount</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">ts</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">maxTS</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Inter Arrival Period : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumInterArrivalPeriod</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum periodicity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumPeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average periodicity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAveragePeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum periodicicty : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumPeriodOfItem</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="temporalDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;no of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span>
+                                        <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;tid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
+
+            <span class="s1">&#39;Transactions&#39;</span><span class="p">:</span> <span class="p">[[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;h&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;f&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">],</span>
+                             <span class="p">[</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;k&#39;</span><span class="p">],</span>
+
+                             <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="s1">&#39;i&#39;</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="s1">&#39;e&#39;</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">]]}</span>
+
+    <span class="c1"># data = pd.DataFrame.from_dict(&#39;temporal_T10I4D100K.csv&#39;)</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Please provide two arguments.&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">obj</span> <span class="o">=</span> <span class="n">temporalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">obj1</span> <span class="o">=</span> <span class="n">temporalDatabase</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
+        <span class="n">obj1</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">obj1</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">obj1</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+            <span class="n">obj1</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No data found in the database.&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.stats.utilityDatabase</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.stats.utilityDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UtilityDatabase is a code used to get stats of the database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.stats import utilityDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = db.utilityDatabase(iFile, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.printStats()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">statistics</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Union</span>
+
+<div class="viewcode-block" id="utilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">utilityDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  UtilityDatabase is class to get stats of database.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param inputFile: file :</span>
+<span class="sd">           input file path</span>
+<span class="sd">        :param sep: str</span>
+<span class="sd">            separator in file. Default is tab space.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.dbStats import UtilityDatabase as db</span>
+
+<span class="sd">            obj = db.UtilityDatabase(iFile, &quot;\t&quot; )</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            obj.run()</span>
+
+<span class="sd">            obj.printStats()</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param inputFile: input file name or path</span>
+<span class="sd">        :type inputFile: str</span>
+<span class="sd">        :param sep: separator between files. Default is tab space</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="utilityDatabase.run">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">readDatabase</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.creatingItemSets">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.creatingItemSets">[docs]</a>
+    <span class="k">def</span> <span class="nf">creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utility&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">[</span><span class="s1">&#39;Utility&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;http://&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;https://&quot;</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                    <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                    <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)]</span>
+                            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                            <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilities</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.readDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.readDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">readDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        read database from input file and store into database and size of each transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">numberOfTransaction</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">creatingItemSets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">)):</span>
+            <span class="n">numberOfTransaction</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Database</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityValues</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">numberOfTransaction</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="mi">0</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getDatabaseSize">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getDatabaseSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseSize</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the size of database</span>
+<span class="sd">        :return: size of database after reading from database</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getTotalNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getMinimumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum transaction length</span>
+<span class="sd">        :return: minimum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getAverageTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average transaction length. It is sum of all transaction length divided by database length.</span>
+<span class="sd">        :return: average transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">totalLength</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">totalLength</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getMaximumTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum transaction length</span>
+<span class="sd">        :return: maximum transaction length</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getStandardDeviationTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getStandardDeviationTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getStandardDeviationTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the standard deviation transaction length</span>
+<span class="sd">        :return: standard deviation transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">pstdev</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getVarianceTransactionLength">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getVarianceTransactionLength">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVarianceTransactionLength</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the variance transaction length</span>
+<span class="sd">        :return: variance transaction length</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">statistics</span><span class="o">.</span><span class="n">variance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getNumberOfItems">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getNumberOfItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNumberOfItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the number of items in database.</span>
+<span class="sd">        :return: number of items</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getSparsity">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSparsity">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSparsity</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+        <span class="c1"># percentage of 0 dense dataframe</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the sparsity of database</span>
+<span class="sd">        :return: sparsity of database after reading from database</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">matrixSize</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">())</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">matrixSize</span> <span class="o">-</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="n">matrixSize</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getSortedListOfItemFrequencies">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedListOfItemFrequencies">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedListOfItemFrequencies</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted list of item frequencies</span>
+<span class="sd">        :return: item frequencies</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">[</span><span class="n">tid</span><span class="p">]:</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemFrequencies</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">itemFrequencies</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span></div>
+
+    
+<div class="viewcode-block" id="utilityDatabase.getFrequenciesInRange">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getFrequenciesInRange">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequenciesInRange</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to get the Frequencies in range</span>
+<span class="sd">        :return: Frequencies In Range</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">fre</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSortedListOfItemFrequencies</span><span class="p">()</span>
+        <span class="n">rangeFrequencies</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">maximum</span><span class="o">/</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">)]</span>
+        <span class="c1">#print(maximum)</span>
+        <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
+        <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)):</span>
+            
+            <span class="n">va</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">fre</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]})</span>
+            <span class="n">rangeFrequencies</span><span class="p">[</span><span class="n">va</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">rangeFrequencies</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getTransanctionalLengthDistribution">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTransanctionalLengthDistribution">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransanctionalLengthDistribution</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get transaction length</span>
+<span class="sd">        :return: Transanctional Length Distribution</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">length</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">lengthList</span><span class="p">:</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionLength</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="n">transactionLength</span><span class="p">[</span><span class="n">length</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">transactionLength</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])}</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store data into outputFile</span>
+<span class="sd">        :param data: input data</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param outputFile: output file name or path to store</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getTotalUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTotalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sum of utility</span>
+<span class="sd">        :return: total utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getMinimumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinimumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the minimum utility</span>
+<span class="sd">        :return: minimum utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getAverageUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAverageUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the average utility</span>
+<span class="sd">        :return: average utility</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getMaximumUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumUtility">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaximumUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get the maximum utility</span>
+<span class="sd">        :return: maximum utility</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utility</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span></div>
+
+
+<div class="viewcode-block" id="utilityDatabase.getSortedUtilityValuesOfItem">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedUtilityValuesOfItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSortedUtilityValuesOfItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get sorted utility value each item. key is item and value is utility of item</span>
+<span class="sd">        :return: sorted dictionary utility value of item</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span></div>
+
+    
+<div class="viewcode-block" id="utilityDatabase.printStats">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.printStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">printStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Database size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of items : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getTotalNumberOfItems</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Minimum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMinimumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Average utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getAverageUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Maximum utility : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getMaximumUtility</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Standard Deviation Transaction Size : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getStandardDeviationTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Variance : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getVarianceTransactionLength</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Sparsity : </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">getSparsity</span><span class="p">()</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+        
+    
+<div class="viewcode-block" id="utilityDatabase.plotGraphs">
+<a class="viewcode-back" href="../../../../PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.plotGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">plotGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        
+        <span class="n">itemFrequencies</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFrequenciesInRange</span><span class="p">()</span>
+        <span class="n">transactionLength</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getTransanctionalLengthDistribution</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">itemFrequencies</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;no of items&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plotLineGraphFromDictionary</span><span class="p">(</span><span class="n">transactionLength</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;transaction length&#39;</span><span class="p">,</span> <span class="s1">&#39;frequency&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">PAMI.extras.graph.plotLineGraphFromDictionary</span> <span class="k">as</span> <span class="nn">plt</span>
+
+    <span class="k">try</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">3</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Missing some of the input parameters. Format: python UtilityDatabase.py &lt;fileName&gt; &lt;seperator (optional)&gt;&quot;</span><span class="p">)</span>
+
+        <span class="n">iFile</span><span class="p">,</span> <span class="n">separator</span> <span class="o">=</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+        <span class="n">obj</span> <span class="o">=</span> <span class="n">utilityDatabase</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">separator</span><span class="p">)</span>
+        <span class="n">obj</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">obj</span><span class="o">.</span><span class="n">getDatabaseSize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">obj</span><span class="o">.</span><span class="n">printStats</span><span class="p">()</span>
+            <span class="n">obj</span><span class="o">.</span><span class="n">plotGraphs</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No data found in the database.&quot;</span><span class="p">)</span>
+
+    <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">ve</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;ValueError: </span><span class="si">{</span><span class="n">ve</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html
new file mode 100644
index 000000000..dbb0994c7
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+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TemporalDatabase.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.TemporalDatabase &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.TemporalDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.TemporalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># TemporalDatabase is a collection of timestamps and along with data at particular time.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.extras.syntheticDataGenerator import TemporalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#             temporalDB = db(numOfTransactions, avgTransactionLength, numItems, outFileName)</span>
+<span class="c1">#</span>
+<span class="c1">#             temporalDB.create(percentage)</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<div class="viewcode-block" id="TemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">TemporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: - creates a temporal database with required parameter (e.g.,numOfTransactions, avgLenOfTransactions, numItems and outputFile).</span>
+<span class="sd">                  - output can be printed in two ways either in text file or dataframe depending on the input type.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        :param numOfTransactions: int</span>
+<span class="sd">            number of transactions</span>
+
+<span class="sd">        :param avgLenOfTransactions: int</span>
+<span class="sd">            average length of transactions</span>
+
+<span class="sd">        :param numItems: int</span>
+<span class="sd">            number of items</span>
+
+<span class="sd">        :param outputFile: str</span>
+<span class="sd">            the name the output file</span>
+
+<span class="sd">        :param percentage: int</span>
+<span class="sd">            percentage of coinToss for TID of temporalDatabase</span>
+
+<span class="sd">        :param sep: str</span>
+<span class="sd">            seperator for database output file</span>
+
+<span class="sd">        :param typeOfFile: str</span>
+<span class="sd">            specify database or dataframe to get corresponding output</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        getFileName():</span>
+<span class="sd">            returns filename</span>
+
+<span class="sd">        createTemporalFile():</span>
+<span class="sd">            creates temporal database file or dataframe</span>
+
+<span class="sd">        getDatabaseAsDataFrame:</span>
+<span class="sd">            returns dataframe</span>
+
+<span class="sd">        performCoinFlip():</span>
+<span class="sd">            Perform a coin flip with the given probability</span>
+
+<span class="sd">        tuning():</span>
+<span class="sd">            Tune the arrayLength to match avgLenOfTransactions</span>
+
+<span class="sd">        createTemporalFile():</span>
+<span class="sd">            create Temporal database or dataframe depending on input</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ---------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 TemporalDatabase.py &lt;numOfTransactions&gt; &lt;avgLenOfTransactions&gt; &lt;numItems&gt; &lt;outputFile&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 TemporalDatabase.py 50.0 10.0 100 temporal.txt</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.extras.syntheticDataGenerator import TemporalDatabase as db</span>
+
+<span class="sd">            temporalDB = db(numOfTransactions, avgTransactionLength, numItems, outFileName)</span>
+
+<span class="sd">            temporalDB.create(percentage)</span>
+
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numOfTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgLenOfTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> 
+                 <span class="n">numItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">percentage</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span>
+                 <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">typeOfFile</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;Database&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize the generateTemporalDatabase class with required parameters.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span> <span class="o">=</span> <span class="n">numOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avgLenOfTransactions</span> <span class="o">=</span> <span class="n">avgLenOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">=</span> <span class="n">numItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span> <span class="o">=</span> <span class="n">outputFile</span>
+        <span class="k">if</span> <span class="n">percentage</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">percentage</span> <span class="o">=</span> <span class="n">percentage</span> <span class="o">/</span> <span class="mi">100</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">percentage</span> <span class="o">=</span> <span class="n">percentage</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">=</span> <span class="n">typeOfFile</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
+
+<div class="viewcode-block" id="TemporalDatabase.getFileName">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getFileName">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFileName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function take the name of the outputfile.</span>
+<span class="sd">        :return: outputFile.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.getDatabaseAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getDatabaseAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getDatabaseAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function return the database in dataframe format.</span>
+
+<span class="sd">        return: pd.dataframe</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span></div>
+
+    
+<div class="viewcode-block" id="TemporalDatabase.performCoinFlip">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.performCoinFlip">[docs]</a>
+    <span class="k">def</span> <span class="nf">performCoinFlip</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">probability</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Perform a coin flip with the given probability.&quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">p</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span> <span class="o">-</span> <span class="n">probability</span><span class="p">,</span> <span class="n">probability</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span> <span class="o">==</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="TemporalDatabase.tuning">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.tuning">[docs]</a>
+    <span class="k">def</span> <span class="nf">tuning</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">array</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tune the array so that the sum of the values is equal to sumRes</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">        :param array: list of values randomly generated.</span>
+<span class="sd">        :type array: list</span>
+<span class="sd">        :param sumRes: target sum</span>
+<span class="sd">        :type sumRes: int</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">        array: list - tuned array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># first generate a random array of length n whose values average to m</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">))</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">!=</span> <span class="n">sumRes</span><span class="p">:</span>
+            <span class="c1"># get index of largest value</span>
+            <span class="c1"># if sum is too large, decrease the largest value</span>
+            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">sumRes</span><span class="p">:</span>
+                <span class="n">maxIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">values</span><span class="p">)</span>
+                <span class="n">values</span><span class="p">[</span><span class="n">maxIndex</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="c1"># if sum is too small, increase the smallest value</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">minIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">values</span><span class="p">)</span>
+                <span class="n">values</span><span class="p">[</span><span class="n">minIndex</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="c1"># get location of all values greater than numItems</span>
+        
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">)):</span>
+            <span class="n">array</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">array</span></div>
+
+
+<div class="viewcode-block" id="TemporalDatabase.create">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.create">[docs]</a>
+    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create Temporal database or dataframe depending on type of file specified.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">db</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lineSize</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span><span class="p">):</span>
+            <span class="n">db</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">performCoinFlip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">percentage</span><span class="p">):</span>
+                <span class="n">lineSize</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">i</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>
+        
+        <span class="c1"># make it so that sum of lineSize[1] equal to numTransactions * avgLenOfTransactions</span>
+        <span class="n">sumRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">numOfTransactions</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgLenOfTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">lineSize</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">lineSize</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Error: Either increase numItems or decrease avgLenOfTransactions or modify percentage&quot;</span><span class="p">)</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+            <span class="n">db</span><span class="p">[</span><span class="n">lineSize</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">==</span> <span class="s2">&quot;database&quot;</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">outFile</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">:</span>
+                    <span class="n">outFile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">line</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="n">outFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">typeOfFile</span> <span class="o">==</span> <span class="s2">&quot;dataframe&quot;</span><span class="p">:</span>
+            <span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">],</span>
+                <span class="s1">&#39;transactions&#39;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">([</span><span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">db</span><span class="p">])</span>
+            <span class="p">}</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Temporal database created successfully&quot;</span><span class="p">)</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TemporalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html
new file mode 100644
index 000000000..96d62f0cf
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html
@@ -0,0 +1,337 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.TransactionalDatabase &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.TransactionalDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.TransactionalDatabase</h1><div class="highlight"><pre>
+<span></span><span class="c1"># TransactionalDatabase is a collection of transactions. It only considers the data in  transactions and ignores the metadata.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  --------------------------------------------------------</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import TransactionalDatabase as db</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = db(10, 5, 10)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.create()</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save(&#39;db.txt&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#     print(obj.getTransactions())</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="TransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">TransactionalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: TransactionalDatabase is a collection of transactions. It only considers the data in  transactions and ignores the metadata.</span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        numLines: int</span>
+<span class="sd">            Number of lines</span>
+<span class="sd">        avgItemsPerLine: int</span>
+<span class="sd">            Average number of items per line</span>
+<span class="sd">        numItems: int</span>
+<span class="sd">            Total number of items</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        create: </span>
+<span class="sd">            Generate the transactional database</span>
+<span class="sd">        save: </span>
+<span class="sd">            Save the transactional database to a user-specified file</span>
+<span class="sd">        getTransactions: </span>
+<span class="sd">            Get the transactional database</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ---------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 TransactionalDatabase.py &lt;numLines&gt; &lt;avgItemsPerLine&gt; &lt;numItems&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 TransactionalDatabase.py 50.0 10.0 100</span>
+
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">        from PAMI.extras.syntheticDataGenerator import TransactionalDatabase as db</span>
+
+<span class="sd">        obj = db(10, 5, 10)</span>
+
+<span class="sd">        obj.create()</span>
+
+<span class="sd">        obj.save(&#39;db.txt&#39;)</span>
+
+<span class="sd">        print(obj.getTransactions())</span>
+
+<span class="sd">    </span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numLines</span><span class="p">,</span> <span class="n">avgItemsPerLine</span><span class="p">,</span> <span class="n">numItems</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize the transactional database with the given parameters</span>
+
+<span class="sd">        :param numLines: number of lines</span>
+<span class="sd">        :type numLines: int</span>
+<span class="sd">        :param avgItemsPerLine: average number of items per line</span>
+<span class="sd">        :type avgItemsPerLine: int</span>
+<span class="sd">        :param numItems: total number of items</span>
+<span class="sd">        :type numItems: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">numLines</span> <span class="o">=</span> <span class="n">numLines</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avgItemsPerLine</span> <span class="o">=</span> <span class="n">avgItemsPerLine</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">=</span> <span class="n">numItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">db</span> <span class="o">=</span> <span class="p">[]</span>
+    
+<div class="viewcode-block" id="TransactionalDatabase.tuning">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.tuning">[docs]</a>
+    <span class="k">def</span> <span class="nf">tuning</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">array</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tune the array so that the sum of the values is equal to sumRes</span>
+
+<span class="sd">        :param array: list of values</span>
+<span class="sd">        :type array: list</span>
+<span class="sd">        :param sumRes: target sum</span>
+<span class="sd">        :type sumRes: int</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">        array: list - tuned array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">array</span><span class="p">)</span> <span class="o">!=</span> <span class="n">sumRes</span><span class="p">:</span>
+            <span class="c1"># get index of largest value</span>
+            <span class="n">randIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">))</span>
+            <span class="c1"># if sum is too large, decrease the largest value</span>
+            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">array</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">sumRes</span><span class="p">:</span>
+                <span class="n">array</span><span class="p">[</span><span class="n">randIndex</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="c1"># if sum is too small, increase the smallest value</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">minIndex</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">array</span><span class="p">)</span>
+                <span class="n">array</span><span class="p">[</span><span class="n">randIndex</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">array</span></div>
+
+        
+
+<div class="viewcode-block" id="TransactionalDatabase.generateArray">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.generateArray">[docs]</a>
+    <span class="k">def</span> <span class="nf">generateArray</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nums</span><span class="p">,</span> <span class="n">avg</span><span class="p">,</span> <span class="n">maxItems</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a random array of length n whose values average to m</span>
+
+<span class="sd">        :param nums: number of values</span>
+<span class="sd">        :type nums: int</span>
+<span class="sd">        :param avg: average value</span>
+<span class="sd">        :type avg: int</span>
+<span class="sd">        :param maxItems: maximum value</span>
+<span class="sd">        :type maxItems: int</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">        values: list - random array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># generate n random values</span>
+        <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">maxItems</span><span class="p">,</span> <span class="n">nums</span><span class="p">)</span>
+
+        <span class="n">sumRes</span> <span class="o">=</span> <span class="n">nums</span> <span class="o">*</span> <span class="n">avg</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="c1"># if any value is less than 1, increase it and tune the array again</span>
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">values</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nums</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">values</span> <span class="o">&gt;</span> <span class="n">maxItems</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nums</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">maxItems</span><span class="p">:</span>
+                    <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+
+        <span class="c1"># if all values are same then randomly increase one value and decrease another</span>
+        <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">values</span> <span class="o">==</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
+            <span class="n">values</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">nums</span><span class="p">)]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tuning</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">sumRes</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">values</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.create">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.create">[docs]</a>
+    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate the transactional database with the given input parameters.</span>
+<span class="sd">        Returns: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">db</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+        <span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_array</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">numLines</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgItemsPerLine</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">:</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="n">value</span><span class="p">,</span> <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the transactional database to a file</span>
+
+<span class="sd">        :param filename: name of the file</span>
+<span class="sd">        :type filename: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">line</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TransactionalDatabase.getTransactions">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.getTransactions">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the transactional database in dataFrame format</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">        db: pd.dataFrame - transactional database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">db</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">df</span></div>
+</div>
+
+        
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="c1"># test the class</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TransactionalDatabase</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">create</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+    <span class="c1"># print(obj.getTransactions())</span>
+    
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html
new file mode 100644
index 000000000..2119c8338
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html
@@ -0,0 +1,176 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal</li>
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createGeoreferentialTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">createGeoreferentialTemporalDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic geo-referential temporal database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int or float</span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : str</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createGeoreferentialTemporalDatabase(outputFile)</span>
+<span class="sd">            Create geo-referential temporal database and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createGeoreferentialTemporalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">):</span>
+            <span class="n">lat</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">lat</span> <span class="o">==</span> <span class="n">lon</span><span class="p">:</span>
+                <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">stt</span> <span class="o">=</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lat</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lon</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">stt</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">rd</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">rd</span><span class="p">]</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticGeoreferentialTemporal</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createGeoreferentialTemporalDatabase</span><span class="p">(</span><span class="s2">&quot;T10_geo_temp.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html
new file mode 100644
index 000000000..d7887a907
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html
@@ -0,0 +1,175 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createSyntheticGeoreferentialTransaction">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticGeoreferentialTransaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic geo-referential transaction database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        items : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : str</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createGeoreferentialTransactionDatabase(outputFile)</span>
+<span class="sd">            Create geo-referential transactional database and store into outputFile</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createGeoreferentialTransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">):</span>
+            <span class="n">lat</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">lat</span> <span class="o">==</span> <span class="n">lon</span><span class="p">:</span>
+                <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">stt</span> <span class="o">=</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lat</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lon</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">stt</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">rd</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">rd</span><span class="p">]</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticGeoreferentialTransaction</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createGeoreferentialTransactionalDatabase</span><span class="p">(</span><span class="s2">&quot;T10_geo.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html
new file mode 100644
index 000000000..1b6d36266
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html
@@ -0,0 +1,179 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createSyntheticGeoreferentialUncertainTransaction">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticGeoreferentialUncertainTransaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class is to create synthetic geo-referential uncertain transaction database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : int</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createGeoreferentialuncertainTransactionDatabase(outputFile)</span>
+<span class="sd">            Create geo-referential transactional database store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createGeoreferentialUncertainTransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">):</span>
+            <span class="n">lat</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">lat</span> <span class="o">==</span> <span class="n">lon</span><span class="p">:</span>
+                <span class="n">lon</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+            <span class="n">stt</span> <span class="o">=</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lat</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">lon</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">stt</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">st1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">rd</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">rd</span><span class="p">]</span>
+                <span class="n">probability</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">st1</span> <span class="o">=</span> <span class="n">st1</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">probability</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st1</span><span class="p">)</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticGeoreferentialUncertainTransaction</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createGeoreferentialUncertainTransactionalDatabase</span><span class="p">(</span><span class="s2">&quot;T10_geo_un.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html
new file mode 100644
index 000000000..f4ac0dd31
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html
@@ -0,0 +1,165 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticTemporal &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<div class="viewcode-block" id="createSyntheticTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticTemporal</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic temporal database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : str</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createTemporallDatabase(outputFile)</span>
+<span class="sd">            Create temporal database from DataFrame and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticTemporal.createTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal.createTemporalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTemporalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">count</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticTemporal</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createTemporalDatabase</span><span class="p">(</span><span class="s2">&quot;temporal_T10.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html
new file mode 100644
index 000000000..5546d1e5c
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html
@@ -0,0 +1,163 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticTransactions &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
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+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
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+        <div class="wy-side-nav-search" >
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+            PAMI
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+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
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+
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+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticTransactions</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<div class="viewcode-block" id="createSyntheticTransaction">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticTransaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic transaction database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int</span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : int</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createTransactionalDatabase(outputFile)</span>
+<span class="sd">            Create transactional database and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">    The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">totalTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">totalTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+    
+<div class="viewcode-block" id="createSyntheticTransaction.createTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction.createTransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticTransaction</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createTransactionalDatabase</span><span class="p">(</span><span class="s2">&quot;T10.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
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+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html
new file mode 100644
index 000000000..301b8ea2b
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html
@@ -0,0 +1,172 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
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+
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+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
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+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createSyntheticUncertainTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticUncertainTemporal</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic temporal database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            Total no of transactions</span>
+<span class="sd">        noOfItems : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : int</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createUncertainTemporalDatabase(outputFile)</span>
+<span class="sd">            Create temporal database from DataFrame and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">totalTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">totalTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticUncertainTemporal.createUncertainTemporalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal.createUncertainTemporalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUncertainTemporalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">count</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">st1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+                <span class="n">probability</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">st1</span> <span class="o">=</span> <span class="n">st1</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">probability</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">:&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st1</span><span class="p">)</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span></div>
+</div>
+
+            
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticUncertainTemporal</span><span class="p">(</span><span class="mi">50000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createUncertainTemporalDatabase</span><span class="p">(</span><span class="s2">&quot;T10_uncertain_temp.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
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+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html
new file mode 100644
index 000000000..fb0d4575c
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html
@@ -0,0 +1,170 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createSyntheticUncertainTransaction">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticUncertainTransaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class create synthetic transaction database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        avgTransactionLength : str</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createUncertainTransactionalDatabase(outputFile)</span>
+<span class="sd">            Create uncertain transactional database and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticUncertainTransaction.createUncertainTransactionalDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction.createUncertainTransactionalDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUncertainTransactionalDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">st1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+                <span class="n">probability</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">st1</span> <span class="o">=</span> <span class="n">st1</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">probability</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">:&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st1</span><span class="p">)</span></div>
+</div>
+
+            
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticUncertainTransaction</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createUncertainTransactionalDatabase</span><span class="p">(</span><span class="s2">&quot;T10_uncertain.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
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+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html
new file mode 100644
index 000000000..c2fcf2296
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html
@@ -0,0 +1,177 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.createSyntheticUtility &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.createSyntheticUtility</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.createSyntheticUtility</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+
+
+<div class="viewcode-block" id="createSyntheticUtility">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility">[docs]</a>
+<span class="k">class</span> <span class="nc">createSyntheticUtility</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    This class create synthetic utility database.</span>
+
+<span class="sd">    :Attribute:</span>
+
+<span class="sd">        totalTransactions : int</span>
+<span class="sd">            No of transactions</span>
+<span class="sd">        noOfItems : int </span>
+<span class="sd">            No of items</span>
+<span class="sd">        maxUtilRange: int</span>
+<span class="sd">            Maximum utility range</span>
+<span class="sd">        avgTransactionLength : int</span>
+<span class="sd">            The length of average transaction</span>
+<span class="sd">        outputFile: str</span>
+<span class="sd">            Name of the output file.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createUtilityDatabase(outputFile)</span>
+<span class="sd">            Create utility database from DataFrame and store into outputFile</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxUtilRange</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransaction</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span> <span class="o">=</span> <span class="n">transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxUtilRange</span> <span class="o">=</span> <span class="n">maxUtilRange</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransaction</span>
+    
+<div class="viewcode-block" id="createSyntheticUtility.createUtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility.createUtilityDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createUtilityDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create transactional database and return outputFileName</span>
+
+<span class="sd">        :param outputFile: file name or path to store database</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        :return: outputFile name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_totalTransactions</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">st1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">su</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_noOfItems</span><span class="p">)</span>
+                <span class="n">utility</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxUtilRange</span><span class="p">)</span> 
+                <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">su</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span>
+                <span class="n">st1</span> <span class="o">=</span> <span class="n">st1</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">summation</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">su</span><span class="p">])</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">summation</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st1</span><span class="p">)</span></div>
+</div>
+
+            
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="n">createSyntheticUtility</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">_ap</span><span class="o">.</span><span class="n">createUtilityDatabase</span><span class="p">(</span><span class="s2">&quot;T10_util.txt&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html
new file mode 100644
index 000000000..3ed237bc6
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTemporal.html
@@ -0,0 +1,143 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateTemporal</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+
+
+<div class="viewcode-block" id="generateTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">generateTemporal</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateTemporal.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateTemporal.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span><span class="p">,</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">):</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">tid</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateTemporal</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;temporal_test.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html
new file mode 100644
index 000000000..5d288a2ae
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateTransactional.html
@@ -0,0 +1,143 @@
+<!DOCTYPE html>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateTransactional</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateTransactional</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+
+
+<div class="viewcode-block" id="generateTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional">[docs]</a>
+<span class="k">class</span> <span class="nc">generateTransactional</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateTransactional.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateTransactional.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateTransactional</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;transactional_test.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html
new file mode 100644
index 000000000..ef0861282
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html
@@ -0,0 +1,151 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.generateUncertainTemporal &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
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+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateUncertainTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+
+
+<div class="viewcode-block" id="generateUncertainTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">generateUncertainTemporal</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__significant</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__probabilitis</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">significant</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__significant</span> <span class="o">=</span> <span class="n">significant</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateUncertainTemporal.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span>
+            <span class="n">probability</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">__significant</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">probability</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateUncertainTemporal.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">tid</span><span class="p">,</span> <span class="p">(</span><span class="n">transaction</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span><span class="p">)):</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">tid</span><span class="o">+</span><span class="mi">1</span><span class="si">}{</span><span class="n">sep</span><span class="si">}{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="nb">round</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">probability</span><span class="p">),</span><span class="w"> </span><span class="bp">self</span><span class="o">.</span><span class="n">__significant</span><span class="p">)</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">probability</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateUncertainTemporal</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;uncertainTemporal_test.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html
new file mode 100644
index 000000000..342e68d09
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html
@@ -0,0 +1,151 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.generateUncertainTransactional &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateUncertainTransactional</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+
+
+<div class="viewcode-block" id="generateUncertainTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional">[docs]</a>
+<span class="k">class</span> <span class="nc">generateUncertainTransactional</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__significant</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__probabilitis</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">significant</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__significant</span> <span class="o">=</span> <span class="n">significant</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateUncertainTransactional.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">):</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span>
+            <span class="n">probability</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">__significant</span><span class="p">)</span>
+                           <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">probability</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="generateUncertainTransactional.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">probability</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__probabilitis</span><span class="p">):</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="nb">round</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">probability</span><span class="p">),</span><span class="w"> </span><span class="bp">self</span><span class="o">.</span><span class="n">__significant</span><span class="p">)</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">probability</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateUncertainTransactional</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;uncertainTransactional_test.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html
new file mode 100644
index 000000000..4bf7d9dbf
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html
@@ -0,0 +1,192 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.generateUtilityTemporal &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateUtilityTemporal</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+
+<div class="viewcode-block" id="generateUtilityTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">generateUtilityTemporal</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__minUtilityValue</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__maxUtilityValue</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__minNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__maxNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__internalUtility</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__externalUtility</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+                 <span class="n">minUtilityValue</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxUtilityValue</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+                 <span class="n">minNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__minUtilityValue</span> <span class="o">=</span> <span class="n">minUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__maxUtilityValue</span> <span class="o">=</span> <span class="n">maxUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__minNumOfTimesAnItem</span> <span class="o">=</span> <span class="n">minNumOfTimesAnItem</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__maxNumOfTimesAnItem</span> <span class="o">=</span> <span class="n">maxNumOfTimesAnItem</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateUtilityTemporal.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span>
+            <span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span><span class="o">*</span><span class="mi">2</span><span class="p">))</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateInternalUtility</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateExternalUtility</span><span class="p">()</span></div>
+
+
+    <span class="k">def</span> <span class="nf">__generateInternalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__minUtilityValue</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__maxUtilityValue</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;items&quot;</span><span class="p">:</span> <span class="n">items</span><span class="p">,</span> <span class="s2">&quot;utilityValues&quot;</span><span class="p">:</span> <span class="n">utilityValues</span><span class="p">}</span>
+
+    <span class="k">def</span> <span class="nf">__generateExternalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span> <span class="o">=</span> <span class="p">[[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__minNumOfTimesAnItem</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__maxNumOfTimesAnItem</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span>
+            <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">))]</span> <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">]</span>
+
+<div class="viewcode-block" id="generateUtilityTemporal.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;utility&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;utility&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">tid</span><span class="p">,</span> <span class="p">(</span><span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span><span class="p">)):</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">tid</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="s2">:&quot;</span><span class="p">)</span>
+                    <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[</span>
+                        <span class="n">eu</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;utilityValues&quot;</span><span class="p">][</span><span class="n">item</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">eu</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span><span class="p">)]</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">sum</span><span class="p">(</span><span class="n">utilityValues</span><span class="p">)</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">utilityValues</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;internal&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">utility</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;items&quot;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;utilityValues&quot;</span><span class="p">]):</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">item</span><span class="si">}{</span><span class="n">sep</span><span class="si">}{</span><span class="n">utility</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;external&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span><span class="p">):</span>
+                    <span class="n">utils</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]:</span>
+                        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">utils</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exUtils</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">utils</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="n">utils</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateUtilityTemporal</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;temporalUtility_test.csv&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;external&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html
new file mode 100644
index 000000000..f30958715
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html
@@ -0,0 +1,192 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.generateUtilityTransactional &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.generateUtilityTransactional</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+
+<div class="viewcode-block" id="generateUtilityTransactional">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional">[docs]</a>
+<span class="k">class</span> <span class="nc">generateUtilityTransactional</span><span class="p">:</span>
+    <span class="n">__transactionSize</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__numOfItems</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__minUtilityValue</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__maxUtilityValue</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__minNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__maxNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span>
+    <span class="n">__transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__internalUtility</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+    <span class="n">__externalUtility</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionSize</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+                 <span class="n">minUtilityValue</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxUtilityValue</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+                 <span class="n">minNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxNumOfTimesAnItem</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span> <span class="o">=</span> <span class="n">transactionSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__minUtilityValue</span> <span class="o">=</span> <span class="n">minUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__maxUtilityValue</span> <span class="o">=</span> <span class="n">maxUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__minNumOfTimesAnItem</span> <span class="o">=</span> <span class="n">minNumOfTimesAnItem</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__maxNumOfTimesAnItem</span> <span class="o">=</span> <span class="n">maxNumOfTimesAnItem</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+
+<div class="viewcode-block" id="generateUtilityTransactional.generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span>
+            <span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__avgTransactionLength</span><span class="o">*</span><span class="mi">2</span><span class="p">))</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactionSize</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateInternalUtility</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateExternalUtility</span><span class="p">()</span></div>
+
+
+    <span class="k">def</span> <span class="nf">__generateInternalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__minUtilityValue</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__maxUtilityValue</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;items&quot;</span><span class="p">:</span> <span class="n">items</span><span class="p">,</span> <span class="s2">&quot;utilityValues&quot;</span><span class="p">:</span> <span class="n">utilityValues</span><span class="p">}</span>
+
+    <span class="k">def</span> <span class="nf">__generateExternalUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span> <span class="o">=</span> <span class="p">[[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__minNumOfTimesAnItem</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__maxNumOfTimesAnItem</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span>
+            <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">))]</span> <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">]</span>
+
+<div class="viewcode-block" id="generateUtilityTransactional.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;utility&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;utility&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span><span class="p">):</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">transaction</span><span class="p">))</span><span class="si">}</span><span class="s2">:&quot;</span><span class="p">)</span>
+                    <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[</span>
+                        <span class="n">eu</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;utilityValues&quot;</span><span class="p">][</span><span class="n">item</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">eu</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span><span class="p">)]</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">sum</span><span class="p">(</span><span class="n">utilityValues</span><span class="p">)</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="w"> </span><span class="n">utilityValues</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;internal&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">utility</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;items&quot;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">__internalUtility</span><span class="p">[</span><span class="s2">&quot;utilityValues&quot;</span><span class="p">]):</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">item</span><span class="si">}{</span><span class="n">sep</span><span class="si">}{</span><span class="n">utility</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="p">(</span><span class="nb">type</span> <span class="o">==</span> <span class="s2">&quot;external&quot;</span><span class="p">):</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">exUtils</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__externalUtility</span><span class="p">):</span>
+                    <span class="n">utils</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__numOfItems</span><span class="p">)]:</span>
+                        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                            <span class="n">utils</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exUtils</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">utils</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span><span class="n">utils</span><span class="p">))</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">generateUtilityTransactional</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">generate</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;transactionalUtility_test.csv&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="o">=</span><span class="s2">&quot;external&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html
new file mode 100644
index 000000000..db4b22a51
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html
@@ -0,0 +1,223 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+
+
+<div class="viewcode-block" id="syntheticUtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">syntheticUtilityDatabase</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class creates a synthetic utility database.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        totalTransactions (int): Number of transactions.</span>
+<span class="sd">        numOfItems (int): Number of items.</span>
+<span class="sd">        maxUtilRange (int): Maximum utility range.</span>
+<span class="sd">        avgTransactionLength (int): The length of average transaction.</span>
+
+<span class="sd">    Methods:</span>
+<span class="sd">        __init__(totalTransactions, numOfItems, maxUtilRange, avgTransactionLength)</span>
+<span class="sd">            Constructor to initialize the database parameters.</span>
+<span class="sd">        createSyntheticUtilityDatabase(outputFile)</span>
+<span class="sd">            Create utility database and store it in the specified output file.</span>
+<span class="sd">        createRandomNumbers(n, targetSum)</span>
+<span class="sd">            Generate a list of random numbers with a specified target sum.</span>
+<span class="sd">        save(outputFile)</span>
+<span class="sd">            Save the generated utility database to a CSV file.</span>
+
+<span class="sd">    Credits:</span>
+<span class="sd">        The complete program was written by A.Hemanth sree sai under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="syntheticUtilityDatabase.__init__">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.__init__">[docs]</a>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">totalTransactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">numOfItems</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">maxUtilRange</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avgTransactionLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Constructor to initialize the database parameters.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            totalTransactions (int): Number of transactions.</span>
+<span class="sd">            numOfItems (int): Number of items.</span>
+<span class="sd">            maxUtilRange (int): Maximum utility range.</span>
+<span class="sd">            avgTransactionLength (int): The length of average transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">totalTransactions</span> <span class="o">=</span> <span class="n">totalTransactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numOfItems</span> <span class="o">=</span> <span class="n">numOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxUtilRange</span> <span class="o">=</span> <span class="n">maxUtilRange</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avgTransactionLength</span> <span class="o">=</span> <span class="n">avgTransactionLength</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span></div>
+
+
+<div class="viewcode-block" id="syntheticUtilityDatabase.createSyntheticUtilityDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createSyntheticUtilityDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">createSyntheticUtilityDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create utility database and store it in the specified output file.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            outputFile (str): File name or path to store the database.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgTransactionLength</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">numOfItems</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error: avgTransactionLength cannot exceed numOfItems.&quot;</span><span class="p">)</span>
+            <span class="k">return</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">writer</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">totalTransactions</span><span class="p">):</span>
+                <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgTransactionLength</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numOfItems</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="p">[</span><span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxUtilRange</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">)]</span>
+
+                <span class="c1"># Generating 13 random numbers with a target sum of 2000</span>
+                <span class="n">randomNumbers</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">createRandomNumbers</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">2000</span><span class="p">)</span>
+
+                <span class="c1"># Checking if avgTransactionLength exceeds numOfItems</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">avgTransactionLength</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">numOfItems</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error: avgTransactionLength cannot exceed numOfItems.&quot;</span><span class="p">)</span>
+                    <span class="k">return</span>
+
+                <span class="n">st</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">items</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">:&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">utilities</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;:&#39;</span>
+                <span class="n">st1</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">randomNumbers</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+
+                <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">st</span><span class="si">}{</span><span class="n">st1</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="syntheticUtilityDatabase.createRandomNumbers">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createRandomNumbers">[docs]</a>
+    <span class="k">def</span> <span class="nf">createRandomNumbers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">n</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">targetSum</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a list of random numbers with a specified target sum.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            n (int): Number of random numbers to generate.</span>
+<span class="sd">            targetSum (int): Target sum for the generated random numbers.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            list: List of generated random numbers normalized and multiplied by the target sum.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">randNumbers</span> <span class="o">=</span> <span class="p">[</span><span class="n">_rd</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">)]</span>
+        <span class="n">randSum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">randNumbers</span><span class="p">)</span>
+        <span class="n">normalizedNumbers</span> <span class="o">=</span> <span class="p">[</span><span class="n">num</span> <span class="o">/</span> <span class="n">randSum</span> <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="n">randNumbers</span><span class="p">]</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">num</span> <span class="o">*</span> <span class="n">targetSum</span><span class="p">)</span> <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="n">normalizedNumbers</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">result</span></div>
+
+
+<div class="viewcode-block" id="syntheticUtilityDatabase.save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the generated utility database to a CSV file.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            outputFile (str): File name or path to store the CSV file.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="p">:</span>
+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">transaction</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">ap</span> <span class="o">=</span> <span class="n">syntheticUtilityDatabase</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">ap</span><span class="o">.</span><span class="n">createSyntheticUtilityDatabase</span><span class="p">(</span><span class="s2">&quot;T10_util-12.csv&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters does not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html
new file mode 100644
index 000000000..972e357d0
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+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html
@@ -0,0 +1,195 @@
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+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen</li>
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+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.temporalDatabaseGen</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">_rd</span>
+
+
+<div class="viewcode-block" id="CreateSyntheticTemporal">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal">[docs]</a>
+<span class="k">class</span> <span class="nc">CreateSyntheticTemporal</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    This class creates a synthetic temporal database.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        total_transactions (int): Number of transactions.</span>
+<span class="sd">        num_of_items (int): Number of items.</span>
+<span class="sd">        avg_transaction_length (int): The length of average transaction.</span>
+
+<span class="sd">    Methods:</span>
+<span class="sd">        create_temporal_database(output_file)</span>
+<span class="sd">            Create temporal database and store it in the specified output file.</span>
+
+<span class="sd">    Credits:</span>
+<span class="sd">        The complete program was written by A.Hemanth sree sai under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">total_transactions</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">num_of_items</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">avg_transaction_length</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Constructor to initialize the database parameters.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            total_transactions (int): Number of transactions.</span>
+<span class="sd">            num_of_items (int): Number of items.</span>
+<span class="sd">            avg_transaction_length (int): The length of average transaction.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">total_transactions</span> <span class="o">=</span> <span class="n">total_transactions</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">num_of_items</span> <span class="o">=</span> <span class="n">num_of_items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avg_transaction_length</span> <span class="o">=</span> <span class="n">avg_transaction_length</span>
+
+<div class="viewcode-block" id="CreateSyntheticTemporal.create_temporal_database">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.create_temporal_database">[docs]</a>
+    <span class="k">def</span> <span class="nf">create_temporal_database</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">output_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create temporal database and store it in the specified output file.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            output_file (str): File name or path to store the database.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">avg_transaction_length</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_of_items</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error: avg_transaction_length cannot exceed num_of_items.&quot;</span><span class="p">)</span>
+            <span class="k">return</span>
+
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">output_file</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">writer</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">total_transactions</span><span class="p">):</span>
+                <span class="n">length</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">avg_transaction_length</span> <span class="o">+</span> <span class="mi">20</span><span class="p">)</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">count</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">random_numbers</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_random_numbers</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">2000</span><span class="p">)</span>
+
+                <span class="c1"># Checking if avgTransactionLength exceeds numOfItems</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">avg_transaction_length</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_of_items</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error: avg_transaction_length cannot exceed num_of_items.&quot;</span><span class="p">)</span>
+                    <span class="k">return</span>
+
+                <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">length</span><span class="p">):</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">_rd</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_of_items</span><span class="p">)</span>
+                    <span class="n">st</span> <span class="o">=</span> <span class="n">st</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+                <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">st</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="CreateSyntheticTemporal.generate_random_numbers">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.generate_random_numbers">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate_random_numbers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">n</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">target_sum</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a list of random numbers with a specified target sum.</span>
+
+<span class="sd">        Parameters:</span>
+<span class="sd">            n (int): Number of random numbers to generate.</span>
+<span class="sd">            target_sum (int): Target sum for the generated random numbers.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            list: List of generated random numbers normalized and multiplied by the target sum.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rand_numbers</span> <span class="o">=</span> <span class="p">[</span><span class="n">_rd</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">)]</span>
+        <span class="n">rand_sum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">rand_numbers</span><span class="p">)</span>
+        <span class="n">normalized_numbers</span> <span class="o">=</span> <span class="p">[</span><span class="n">num</span> <span class="o">/</span> <span class="n">rand_sum</span> <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="n">rand_numbers</span><span class="p">]</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">num</span> <span class="o">*</span> <span class="n">target_sum</span><span class="p">)</span> <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="n">normalized_numbers</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">result</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">ap</span> <span class="o">=</span> <span class="n">CreateSyntheticTemporal</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">870</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">ap</span><span class="o">.</span><span class="n">create_temporal_database</span><span class="p">(</span><span class="s2">&quot;temporal_T10.csv&quot;</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters does not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html
new file mode 100644
index 000000000..a70fd1a30
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/syntheticDataGenerator/utilityDatabase.html
@@ -0,0 +1,282 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.syntheticDataGenerator.utilityDatabase &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.syntheticDataGenerator.utilityDatabase</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.syntheticDataGenerator.utilityDatabase</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">random</span>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator">[docs]</a>
+<span class="k">class</span> <span class="nc">UtilityDataGenerator</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">databaseSize</span><span class="p">,</span> <span class="n">numberOfItems</span><span class="p">,</span> <span class="n">averageLengthOfTransaction</span><span class="p">,</span>
+                 <span class="n">minimumInternalUtilityValue</span><span class="p">,</span> <span class="n">maximumInternalUtilityValue</span><span class="p">,</span>
+                 <span class="n">minimumExternalUtilityValue</span><span class="p">,</span> <span class="n">maximumExternalUtilityValue</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">databaseSize</span> <span class="o">=</span> <span class="n">databaseSize</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">=</span> <span class="n">numberOfItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">averageLengthOfTransaction</span> <span class="o">=</span> <span class="n">averageLengthOfTransaction</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minInternalUtilityValue</span> <span class="o">=</span> <span class="n">minimumInternalUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxInternalUtilityValue</span> <span class="o">=</span> <span class="n">maximumInternalUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minExternalUtilityValue</span> <span class="o">=</span> <span class="n">minimumExternalUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxExternalUtilityValue</span> <span class="o">=</span> <span class="n">maximumExternalUtilityValue</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">entries</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ExternalUtilityData</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">GenerateExternalUtilityData</span><span class="p">()</span>
+
+<div class="viewcode-block" id="UtilityDataGenerator.GenerateExternalUtilityData">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateExternalUtilityData">[docs]</a>
+    <span class="k">def</span> <span class="nf">GenerateExternalUtilityData</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">ExternalUtilityData</span> <span class="o">=</span> <span class="p">{</span><span class="sa">f</span><span class="s1">&#39;item</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">:</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">900</span><span class="p">)</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">}</span>
+        <span class="k">return</span> <span class="n">ExternalUtilityData</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.Generate">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">Generate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">entry_id</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">databaseSize</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">entry_length</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">averageLengthOfTransaction</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">entry</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minInternalUtilityValue</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxInternalUtilityValue</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span>
+                                      <span class="n">size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span><span class="p">)</span>
+            <span class="n">entry_sum</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">entries</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">entry</span><span class="p">,</span> <span class="n">entry_sum</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.Save">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Save">[docs]</a>
+    <span class="k">def</span> <span class="nf">Save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fileName</span><span class="p">):</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">fileName</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="p">(</span><span class="n">entry</span><span class="p">,</span> <span class="n">entry_sum</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">entries</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">entry_str</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">entry</span><span class="p">))</span>
+                <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">idx</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">entry_str</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">entry_sum</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.SaveItemsInternalUtilityValues">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.SaveItemsInternalUtilityValues">[docs]</a>
+    <span class="k">def</span> <span class="nf">SaveItemsInternalUtilityValues</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fileName</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span><span class="p">)</span>
+        <span class="n">internal_utility_data</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minInternalUtilityValue</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxInternalUtilityValue</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span>
+                                 <span class="ow">in</span> <span class="n">items</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Item&#39;</span><span class="p">:</span> <span class="n">items</span><span class="p">,</span> <span class="s1">&#39;Internal Utility Value&#39;</span><span class="p">:</span> <span class="n">internal_utility_data</span><span class="p">}</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="n">df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">fileName</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.Saveitemsexternalutilityvalues">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Saveitemsexternalutilityvalues">[docs]</a>
+    <span class="k">def</span> <span class="nf">Saveitemsexternalutilityvalues</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fileName</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span><span class="p">)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Item&#39;</span><span class="p">:</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;item</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">],</span>
+                <span class="s1">&#39;External Utility Value&#39;</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ExternalUtilityData</span><span class="o">.</span><span class="n">values</span><span class="p">())}</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="n">df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">fileName</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.GetUtilityData">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetUtilityData">[docs]</a>
+    <span class="k">def</span> <span class="nf">GetUtilityData</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Entry ID&#39;</span><span class="p">:</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">entries</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
+                <span class="s1">&#39;Entries&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">entry</span> <span class="k">for</span> <span class="n">entry</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">entries</span><span class="p">],</span>
+                <span class="s1">&#39;Sum&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">entry_sum</span> <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">entry_sum</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">entries</span><span class="p">]}</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">df</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.GetInternalUtilityData">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetInternalUtilityData">[docs]</a>
+    <span class="k">def</span> <span class="nf">GetInternalUtilityData</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span><span class="p">)</span>
+        <span class="n">InternalUtilityData</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minInternalUtilityValue</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxInternalUtilityValue</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span>
+                                 <span class="ow">in</span> <span class="n">items</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Item&#39;</span><span class="p">:</span> <span class="n">items</span><span class="p">,</span> <span class="s1">&#39;Internal Utility Value&#39;</span><span class="p">:</span> <span class="n">InternalUtilityData</span><span class="p">}</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">df</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.GetExternalUtilityData">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetExternalUtilityData">[docs]</a>
+    <span class="k">def</span> <span class="nf">GetExternalUtilityData</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span><span class="p">)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Item&#39;</span><span class="p">:</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;item</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s1">&#39;</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">],</span>
+                <span class="s1">&#39;External Utility Value&#39;</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ExternalUtilityData</span><span class="o">.</span><span class="n">values</span><span class="p">())}</span>
+        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">df</span></div>
+
+
+<div class="viewcode-block" id="UtilityDataGenerator.GenerateAndPrintItemPairs">
+<a class="viewcode-back" href="../../../../PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateAndPrintItemPairs">[docs]</a>
+    <span class="k">def</span> <span class="nf">GenerateAndPrintItemPairs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">numberOfItems</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="n">item1_id</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;item</span><span class="si">{</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span>
+        <span class="n">item2_id</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;item</span><span class="si">{</span><span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span>
+        <span class="n">item1_value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ExternalUtilityData</span><span class="p">[</span><span class="n">item1_id</span><span class="p">]</span>
+        <span class="n">item2_value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ExternalUtilityData</span><span class="p">[</span><span class="n">item2_id</span><span class="p">]</span>
+        <span class="n">sum_values</span> <span class="o">=</span> <span class="n">item1_value</span> <span class="o">+</span> <span class="n">item2_value</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">item1_id</span><span class="si">}</span><span class="s2"> value: </span><span class="si">{</span><span class="n">item1_value</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">item2_id</span><span class="si">}</span><span class="s2"> value: </span><span class="si">{</span><span class="n">item2_value</span><span class="si">}</span><span class="se">\t</span><span class="s2">Sum of values: </span><span class="si">{</span><span class="n">sum_values</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="c1"># Separate the sum with &#39; : &#39;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">item1_value</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">item2_value</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">sum_values</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">data_generator</span> <span class="o">=</span> <span class="n">UtilityDataGenerator</span><span class="p">(</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">2000</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
+    <span class="n">data_generator</span><span class="o">.</span><span class="n">Generate</span><span class="p">()</span>
+    <span class="n">data_generator</span><span class="o">.</span><span class="n">Save</span><span class="p">(</span><span class="s2">&quot;utility_data-6.csv&quot;</span><span class="p">)</span>
+    <span class="n">data_generator</span><span class="o">.</span><span class="n">SaveItemsInternalUtilityValues</span><span class="p">(</span><span class="s2">&quot;items_internal_utility.csv&quot;</span><span class="p">)</span>
+    <span class="n">data_generator</span><span class="o">.</span><span class="n">Saveitemsexternalutilityvalues</span><span class="p">(</span><span class="s2">&quot;items_external_utility.csv&quot;</span><span class="p">)</span>
+    <span class="n">utility_data</span> <span class="o">=</span> <span class="n">data_generator</span><span class="o">.</span><span class="n">GetUtilityData</span><span class="p">()</span>
+    <span class="n">InternalUtilityData</span> <span class="o">=</span> <span class="n">data_generator</span><span class="o">.</span><span class="n">GetInternalUtilityData</span><span class="p">()</span>
+    <span class="n">ExternalUtilityData</span> <span class="o">=</span> <span class="n">data_generator</span><span class="o">.</span><span class="n">GetExternalUtilityData</span><span class="p">()</span>
+
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>  <span class="c1"># Print pairs for demonstration, adjust the range as needed</span>
+        <span class="n">data_generator</span><span class="o">.</span><span class="n">GenerateAndPrintItemPairs</span><span class="p">()</span>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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+   
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+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/extras/topKPatterns.html b/sphinx/_build/html/_modules/PAMI/extras/topKPatterns.html
new file mode 100644
index 000000000..c971054fd
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/extras/topKPatterns.html
@@ -0,0 +1,204 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.topKPatterns &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.topKPatterns</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.topKPatterns</h1><div class="highlight"><pre>
+<span></span><span class="c1"># topKPatterns is used to find top k length patterns in input file.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import topKPatterns as tK</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = tK.topKPatterns(&quot; &quot;, 10, &quot;\t&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<div class="viewcode-block" id="topKPatterns">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">topKPatterns</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   find top k length patterns in input file.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        inputFile : str</span>
+<span class="sd">            input file name or path</span>
+<span class="sd">        k : int</span>
+<span class="sd">            rank of pattern length. default is 10</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            separator which separate patterns in input file. default is tab space</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getTopKPatterns()</span>
+<span class="sd">            return top k patterns as dict</span>
+<span class="sd">        storeTopKPatterns(outputFile)</span>
+<span class="sd">            store top k patterns into output file.</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import topKPatterns as plt</span>
+
+<span class="sd">                obj = plt.scatterPlotSpatialPoints(&quot; &quot;, 10, &quot;\t&quot; )</span>
+
+<span class="sd">                obj.save()</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="nb">int</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+<div class="viewcode-block" id="topKPatterns.getTopKPatterns">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.getTopKPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTopKPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        get top k length patterns. user can defined k value.</span>
+
+<span class="sd">        :return: top k length patterns as dictionary. top k patterns = {patternId: pattern}</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">patterns</span> <span class="o">=</span> <span class="p">[[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">]</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">patterns</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">{</span><span class="n">patternId</span><span class="p">:</span> <span class="n">patterns</span><span class="p">[</span><span class="n">patternId</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">patternId</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">)}</span></div>
+
+
+<div class="viewcode-block" id="topKPatterns.save">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        store top k length patterns into file. user can defined k value.</span>
+
+<span class="sd">        :param outputFile: output file name or path</span>
+<span class="sd">        :type outputFile: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">patterns</span> <span class="o">=</span> <span class="p">[[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">]</span>
+            <span class="n">patterns</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">patterns</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">patternId</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">pattern</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">[:</span><span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">]:</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">patternId</span><span class="si">}</span><span class="se">\t</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/uncertaindb_convert.html b/sphinx/_build/html/_modules/PAMI/extras/uncertaindb_convert.html
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+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.uncertaindb_convert</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.extras.uncertaindb_convert</h1><div class="highlight"><pre>
+<span></span><span class="c1"># uncertaindb_convert is used to convert the given database and predict classes.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.extras.syntheticDataGenerator import uncertaindb_convert as un</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = un.predictedClass2Transaction(predicted_classes, 0.8)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<div class="viewcode-block" id="predictedClass2Transaction">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction">[docs]</a>
+<span class="k">class</span> <span class="nc">predictedClass2Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This is used to convert the given database and predict classes.</span>
+
+<span class="sd">    :param predicted_classes: list: It is dense DataFrame</span>
+
+<span class="sd">    :param minThreshold: int or float : minimum threshold User defined value.</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.extras.syntheticDataGenerator import uncertaindb_convert as un</span>
+
+<span class="sd">                obj = un.uncertaindb_convert(predicted_classes, 0.8)</span>
+
+<span class="sd">                obj.save(oFile)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predicted_classes</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span><span class="n">minThreshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span><span class="mf">0.8</span><span class="p">)</span> <span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">predicted_classes</span> <span class="o">=</span> <span class="n">predicted_classes</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minThreshold</span> <span class="o">=</span> <span class="n">minThreshold</span>
+<div class="viewcode-block" id="predictedClass2Transaction.getBinaryTransaction">
+<a class="viewcode-back" href="../../../PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction.getBinaryTransaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">getBinaryTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">predicted_classes</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span><span class="n">minThreshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span><span class="mf">0.8</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">predictions_dict</span> <span class="o">=</span><span class="p">{}</span>
+        <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">box</span> <span class="ow">in</span> <span class="n">predicted_classes</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">p</span> <span class="o">&gt;</span> <span class="n">minThreshold</span> <span class="p">:</span>
+                    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">predictions_dict</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">predictions_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">predictions_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">predictions_dict</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
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+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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diff --git a/sphinx/_build/html/_modules/PAMI/extras/visualize/graphs.html b/sphinx/_build/html/_modules/PAMI/extras/visualize/graphs.html
new file mode 100644
index 000000000..b480bd602
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.extras.visualize.graphs &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.extras.visualize.graphs</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.extras.visualize.graphs</h1><div class="highlight"><pre>
+<span></span>
+<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<div class="viewcode-block" id="graphDatabase">
+<a class="viewcode-back" href="../../../../PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase">[docs]</a>
+<span class="k">class</span> <span class="nc">graphDatabase</span><span class="p">:</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">)</span> <span class="o">-&gt;</span>  <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+
+<div class="viewcode-block" id="graphDatabase.plot">
+<a class="viewcode-back" href="../../../../PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase.plot">[docs]</a>
+    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+
+        <span class="n">current_graph</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="n">graphs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">vertex_labels</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">edge_labels</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;t #&#39;</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">current_graph</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">graphs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">current_graph</span><span class="p">,</span> <span class="n">vertex_labels</span><span class="p">,</span> <span class="n">edge_labels</span><span class="p">))</span>
+                <span class="n">current_graph</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">Graph</span><span class="p">()</span>
+                <span class="n">vertex_labels</span> <span class="o">=</span> <span class="p">{}</span>
+                <span class="n">edge_labels</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;v&#39;</span><span class="p">):</span>
+                <span class="n">_</span><span class="p">,</span> <span class="n">vertex_id</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="n">current_graph</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">vertex_id</span><span class="p">))</span>
+                <span class="n">vertex_labels</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">vertex_id</span><span class="p">)]</span> <span class="o">=</span> <span class="n">label</span>
+            <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;e&#39;</span><span class="p">):</span>
+                <span class="n">_</span><span class="p">,</span> <span class="n">source</span><span class="p">,</span> <span class="n">target</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="n">current_graph</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">source</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">target</span><span class="p">))</span>
+                <span class="n">edge_labels</span><span class="p">[(</span><span class="nb">int</span><span class="p">(</span><span class="n">source</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">target</span><span class="p">))]</span> <span class="o">=</span> <span class="n">label</span>
+
+        <span class="k">if</span> <span class="n">current_graph</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">graphs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">current_graph</span><span class="p">,</span> <span class="n">vertex_labels</span><span class="p">,</span> <span class="n">edge_labels</span><span class="p">))</span>
+
+        <span class="n">n_rows</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">graphs</span><span class="p">)</span> <span class="o">**</span> <span class="mf">0.5</span><span class="p">)</span>
+        <span class="n">n_cols</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">graphs</span><span class="p">)</span> <span class="o">//</span> <span class="n">n_rows</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">graphs</span><span class="p">)</span> <span class="o">%</span> <span class="n">n_rows</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span>
+
+        <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">n_cols</span> <span class="o">*</span> <span class="mi">4</span><span class="p">,</span> <span class="n">n_rows</span> <span class="o">*</span> <span class="mi">4</span><span class="p">))</span>
+
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">graph</span><span class="p">,</span> <span class="n">vertex_labels</span><span class="p">,</span> <span class="n">edge_labels</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">graphs</span><span class="p">):</span>
+            <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">n_rows</span><span class="p">,</span> <span class="n">n_cols</span><span class="p">,</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">pos</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">spring_layout</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>
+            <span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">graph</span><span class="p">,</span> <span class="n">pos</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">vertex_labels</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">node_color</span><span class="o">=</span><span class="s1">&#39;lightblue&#39;</span><span class="p">,</span>
+                    <span class="n">node_size</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">font_size</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">font_weight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+            <span class="n">nx</span><span class="o">.</span><span class="n">draw_networkx_edge_labels</span><span class="p">(</span><span class="n">graph</span><span class="p">,</span> <span class="n">pos</span><span class="p">,</span> <span class="n">edge_labels</span><span class="o">=</span><span class="n">edge_labels</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">font_color</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
+            <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Frequent Subgraph </span><span class="si">{</span><span class="n">i</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.faultTolerantFrequentPattern.basic.FTApriori</h1><div class="highlight"><pre>
+<span></span><span class="c1"># FTApriori is one of the fundamental algorithm to discover fault-tolerant frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.faultTolerantFrequentPattern.basic import FTApriori as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FTApriori(inputFile,minSup,itemSup,minLength,faultTolerance)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fault-tolerant frequent patterns:&quot;, len(patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="FTApriori">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori">[docs]</a>
+<span class="k">class</span> <span class="nc">FTApriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_faultTolerantFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    </span>
+<span class="sd">    :Description:   FT-Apriori is one of the fundamental algorithm to discover fault-tolerant frequent patterns in a transactional database.</span>
+<span class="sd">                    This program employs apriori property (or downward closure property) to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference:    Pei, Jian &amp; Tung, Anthony &amp; Han, Jiawei. (2001). Fault-Tolerant Frequent Pattern Mining: Problems and Challenges.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of fault Tolerant frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of falut Tolerant frequent patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">                    If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">                    Otherwise, it will be treated as float.</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  itemSup: int or float :</span>
+<span class="sd">                    Frequency of an item</span>
+<span class="sd">    :param minLength: int :</span>
+<span class="sd">                     minimum length of a pattern</span>
+<span class="sd">    :param faultTolerance: int</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+<span class="sd">    </span>
+<span class="sd">        </span>
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FTApriori.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;itemSup&gt; &lt;minLength&gt; &lt;faultTolerance&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 FTApriori.py sampleDB.txt patterns.txt 10.0 3.0 3 1</span>
+
+<span class="sd">    </span>
+<span class="sd">    .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+<span class="sd">    </span>
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            from PAMI.faultTolerantFrequentPattern.basic import FTApriori as alg</span>
+<span class="sd">    </span>
+<span class="sd">            obj = alg.FTApriori(inputFile,minSup,itemSup,minLength,faultTolerance)</span>
+<span class="sd">    </span>
+<span class="sd">            obj.mine()</span>
+<span class="sd">    </span>
+<span class="sd">            patterns = obj.getPatterns()</span>
+<span class="sd">    </span>
+<span class="sd">            print(&quot;Total number of fault-tolerant frequent patterns:&quot;,  len(patterns))</span>
+<span class="sd">    </span>
+<span class="sd">            obj.save(&quot;outputFile&quot;)</span>
+<span class="sd">    </span>
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+<span class="sd">    </span>
+<span class="sd">            print(&quot;Total Memory in USS:&quot;,  memUSS)</span>
+<span class="sd">    </span>
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+<span class="sd">    </span>
+<span class="sd">            print(&quot;Total Memory in RSS&quot;,  memRSS)</span>
+<span class="sd">    </span>
+<span class="sd">            run = obj.getRuntime</span>
+<span class="sd">    </span>
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;,  run)</span>
+<span class="sd">    </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_itemSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minLength</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_faultTolerance</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :type value: int or float</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_Count</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param k: list of items</span>
+
+<span class="sd">        :type k: list</span>
+
+<span class="sd">        :return: count of items in k and list</span>
+
+<span class="sd">        :rtype: tuple</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
+        <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span>
+        <span class="n">c</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_itertools</span><span class="o">.</span><span class="n">combinations</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">n</span><span class="p">)</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">c</span><span class="p">:</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">set</span><span class="p">(</span><span class="n">j</span><span class="p">)</span><span class="o">.</span><span class="n">issubset</span><span class="p">(</span><span class="n">i</span><span class="p">):</span>
+                    <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="n">items</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">),</span> <span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">_oneLengthFrequentItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">li</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span><span class="p">}</span>
+
+    <span class="k">def</span> <span class="nf">_countItemSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to count the  itemSupport</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+
+<span class="sd">        :type itemset: list</span>
+
+<span class="sd">        :return: count of items</span>
+
+<span class="sd">        :rtype: int</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tids</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemset</span><span class="p">)</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span><span class="n">itemset</span><span class="p">)))</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">_getFaultPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">l</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">l</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">c</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_itertools</span><span class="o">.</span><span class="n">combinations</span><span class="p">(</span><span class="n">l</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">c</span><span class="p">:</span>
+                <span class="n">res</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_countItemSupport</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">j</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minLength</span> <span class="ow">and</span> <span class="n">res</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">j</span><span class="p">)]</span> <span class="o">=</span> <span class="n">res</span>
+
+<div class="viewcode-block" id="FTApriori.startMine">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fault-tolerant frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.mine">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fault-tolerant frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minLength</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minLength</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oneLengthFrequentItems</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_getFaultPatterns</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fault-Tolerant Frequent patterns were generated successfully using FTApriori algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">s</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.save">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csvfile</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+
+<span class="sd">        :rtype: dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FTApriori.printResults">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This is function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fault-Tolerant Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FTApriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span>
+                            <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">7</span><span class="p">],</span> <span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FTApriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html b/sphinx/_build/html/_modules/PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html
new file mode 100644
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+      <li class="breadcrumb-item active">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth</li>
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+             
+  <h1>Source code for PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># FTFPGrowth algorithm aims to discover all fault-tolerant frequent patterns that may exist in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.faultTolerantFrequentPattern.basic import FTFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FTFPGrowth(inputFile,minSup,itemSup,minLength,faultTolerance)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             faultTolerantFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fault-tolerant frequent patterns:&quot;, len(faultTolerantFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="s1">&#39;_Node&#39;</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param node: Child Node</span>
+
+<span class="sd">        :type node: Nodes</span>
+
+<span class="sd">        :return: Updates the children nodes and parent nodes</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minSup</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">count</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+
+<span class="sd">        :type transaction: list</span>
+
+<span class="sd">        :param count: frequency of item</span>
+
+<span class="sd">        :type count: int</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">getFinalConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the conditional patterns for a node</span>
+
+<span class="sd">        :param alpha: node to generate conditional patterns</span>
+
+<span class="sd">        :type alpha: int</span>
+
+<span class="sd">        :return:returns conditional patterns, frequency of each item in conditional patterns</span>
+
+<span class="sd">        :rtype: tuple, List, Dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalFreq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">freq</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalFreq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getConditionalTransactions</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">conditionalFreq</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the frequency of items in conditional patterns and sorting the patterns</span>
+
+<span class="sd">        :Parameters:</span>
+<span class="sd">            ConditionalPatterns: paths of a node</span>
+<span class="sd">            conditionalFreq: frequency of each item in the path</span>
+
+<span class="sd">        :type ConditionalPatterns: List</span>
+
+<span class="sd">        :type conditionalFreq: List</span>
+
+<span class="sd">        :return: conditional patterns and frequency of each item in transactions</span>
+
+<span class="sd">        :rtype: Tuple, List, Dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data1</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">up_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">freq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">up_dict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="nb">int</span><span class="p">],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the frequent patterns</span>
+
+<span class="sd">        :parameters:</span>
+<span class="sd">            prefix: an empty list</span>
+
+<span class="sd">        :type prefix: List</span>
+
+<span class="sd">        :return:Frequent patterns that are extracted from fp-tree</span>
+
+<span class="sd">        :rtype: Typle, None, None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFinalConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">freq</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+
+
+<div class="viewcode-block" id="FTFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">FTFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_faultTolerantFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   FPGrowth is one of the fundamental algorithm to discover frequent patterns in a transactional database.</span>
+<span class="sd">                    It stores the database in compressed fp-tree decreasing the memory usage and extracts the</span>
+<span class="sd">                    patterns from tree.It employs downward closure property to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference:   Han, J., Pei, J., Yin, Y. et al. Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern</span>
+<span class="sd">                  Tree Approach. Data  Mining and Knowledge Discovery 8, 53–87 (2004). https://doi.org/10.1023</span>
+
+<span class="sd">    :param iFile: file :</span>
+<span class="sd">            Name of the Input file to mine complete set of fault Tolerant frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of falut Tolerant frequent patterns</span>
+<span class="sd">    :param minSup: float or int or str :</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param sep : str :</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime: float :</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime: float :</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 FPGrowth.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.faultTolerantFrequentPattern.basic import FTFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.FTFPGrowth(inputFile,minSup,itemSup,minLength,faultTolerance)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(patterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">itemSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">minLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">faultTolerance</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">itemSup</span><span class="p">,</span> <span class="n">minLength</span><span class="p">,</span> <span class="n">faultTolerance</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :type value: Union[int, float, str]</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: int, float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Generating One frequent items sets</span>
+
+<span class="sd">        :return: one frequency items set</span>
+
+<span class="sd">        :rtype: List</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">__updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                  rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+
+<span class="sd">        :type itemSet: List</span>
+
+<span class="sd">        :return: list of updated items in transactions with rank of items according to their support</span>
+
+<span class="sd">        :rtype: List</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">list2</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">__buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transaction</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+
+<span class="sd">        :type transactions: List</span>
+
+<span class="sd">        :param info: support details of each item in transactions</span>
+
+<span class="sd">        :type info: Dict</span>
+
+<span class="sd">        :returns: transactions compressed in fp-tree</span>
+
+<span class="sd">        :rtype: Tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">__savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+
+<span class="sd">        :type itemSet: List</span>
+
+<span class="sd">        :returns: patterns with original item names</span>
+
+<span class="sd">        :rtype: String</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="FTFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">__Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">__Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using frequentPatternGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csv file</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+
+<span class="sd">        :rtype: dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FTFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FTFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span>
+                             <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">7</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FTFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.frequentPattern.basic.Apriori</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Apriori is one of the fundamental algorithm to discover frequent patterns in a transactional database. This program employs apriori property (or downward closure property) to  reduce the search space effectively. This algorithm employs breadth-first search technique to find the complete set of frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.basic.Apriori as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.Apriori(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Union</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="Apriori">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori">[docs]</a>
+<span class="k">class</span> <span class="nc">Apriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: Apriori is one of the fundamental algorithm to discover frequent patterns in a transactional database. This program employs apriori property (or downward closure property) to  reduce the search space effectively. This algorithm employs breadth-first search technique to find the complete set of frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:  Agrawal, R., Imieli ́nski, T., Swami, A.: Mining association rules between sets of items in large databases.</span>
+<span class="sd">            In: SIGMOD. pp. 207–216 (1993), https://doi.org/10.1145/170035.170072</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ----------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 Apriori.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 Apriori.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.frequentPattern.basic.Apriori as alg</span>
+
+<span class="sd">            obj = alg.Apriori(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :type value: int or float or str</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: int or float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="Apriori.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span>
+        <span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Apriori.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">index</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span> <span class="o">=</span> <span class="p">[</span><span class="n">index</span><span class="p">]</span>
+            <span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="c1"># sort by length in descending order</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
+
+        <span class="n">cands</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">fileData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">cands</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">])</span>
+                <span class="n">fileData</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">break</span>
+
+        <span class="k">while</span> <span class="n">cands</span><span class="p">:</span>
+            <span class="n">newKeys</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cands</span><span class="p">)):</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">cands</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="n">cands</span><span class="p">[</span><span class="n">i</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">cands</span><span class="p">[</span><span class="n">j</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                        <span class="n">newCand</span> <span class="o">=</span> <span class="n">cands</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">cands</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
+                        <span class="n">intersection</span> <span class="o">=</span> <span class="n">fileData</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">newCand</span><span class="p">[</span><span class="mi">0</span><span class="p">]])]</span>
+                        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">newCand</span><span class="p">)):</span>
+                            <span class="n">intersection</span> <span class="o">=</span> <span class="n">intersection</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">fileData</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">newCand</span><span class="p">[</span><span class="n">k</span><span class="p">]])])</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">intersection</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">newKeys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newCand</span><span class="p">)</span>
+                            <span class="n">newCand</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">newCand</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newCand</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">intersection</span><span class="p">)</span>
+            <span class="k">del</span> <span class="n">cands</span>
+            <span class="n">cands</span> <span class="o">=</span> <span class="n">newKeys</span>
+            <span class="k">del</span> <span class="n">newKeys</span>
+
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using Apriori algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Apriori.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="Apriori.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="Apriori.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="Apriori.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="Apriori.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csvfile</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Apriori.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+
+<span class="sd">        :rtype: dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="Apriori.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">Apriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">Apriori</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+      <li class="breadcrumb-item active">PAMI.frequentPattern.basic.ECLAT</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.frequentPattern.basic.ECLAT</h1><div class="highlight"><pre>
+<span></span><span class="c1"># ECLAT is one of the fundamental algorithm to discover frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ------------------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.basic.ECLAT as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ECLAT(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="ECLAT">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT">[docs]</a>
+<span class="k">class</span> <span class="nc">ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: ECLAT is one of the fundamental algorithm to discover frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:  Mohammed Javeed Zaki: Scalable Algorithms for Association Mining. IEEE Trans. Knowl. Data Eng. 12(3):</span>
+<span class="sd">            372-390 (2000), https://ieeexplore.ieee.org/document/846291</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ECLAT.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ECLAT.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ------------------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.frequentPattern.basic.ECLAT as alg</span>
+
+<span class="sd">            obj = alg.ECLAT(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------------</span>
+
+<span class="sd">             The complete program was written by Kundai  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :return: the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_getUniqueItemList</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Generating one frequent patterns</span>
+
+<span class="sd">        :return: list of unique patterns</span>
+
+<span class="sd">        :rtype: list</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">candidate</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">uniqueItem</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">])):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">candidate</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">}</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">supp</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">supp</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span>
+                <span class="n">uniqueItem</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">uniqueItem</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">uniqueItem</span>
+
+    <span class="k">def</span> <span class="nf">_generateFrequentPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">candidateFrequent</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        It will generate the combinations of frequent items</span>
+
+<span class="sd">        :param candidateFrequent :it represents the items with their respective transaction identifiers</span>
+
+<span class="sd">        :type candidateFrequent: list</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_freqList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidateFrequent</span><span class="p">)):</span>
+            <span class="n">item1</span> <span class="o">=</span> <span class="n">candidateFrequent</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">i1_list</span> <span class="o">=</span> <span class="n">item1</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidateFrequent</span><span class="p">)):</span>
+                <span class="n">item2</span> <span class="o">=</span> <span class="n">candidateFrequent</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">i2_list</span> <span class="o">=</span> <span class="n">item2</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">i1_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">i2_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">interSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item2</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">interSet</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">newKey</span> <span class="o">=</span> <span class="n">item1</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="n">i2_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">interSet</span><span class="p">]</span>
+                        <span class="n">new_freqList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newKey</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span> <span class="k">break</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_generateFrequentPatterns</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="ECLAT.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">uniqueItemList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getUniqueItemList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_generateFrequentPatterns</span><span class="p">(</span><span class="n">uniqueItemList</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using ECLAT algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csvfile</span>
+
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ECLAT.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.frequentPattern.basic.ECLATDiffset</h1><div class="highlight"><pre>
+<span></span><span class="c1"># ECLATDiffest uses diffset to extract the frequent patterns in a transactional database.</span>
+
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.basic.ECLATDiffset as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ECLATDiffset(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="c1"># from abstract import *</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="ECLATDiffset">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset">[docs]</a>
+<span class="k">class</span> <span class="nc">ECLATDiffset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   ECLATDiffset uses diffset to extract the frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:  KDD &#39;03: Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining</span>
+<span class="sd">            August 2003 Pages 326–335 https://doi.org/10.1145/956750.956788</span>
+<span class="sd">            </span>
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    </span>
+<span class="sd">    :Attributes:</span>
+<span class="sd">    </span>
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        </span>
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+<span class="sd">          </span>
+<span class="sd">        </span>
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ECLATDiffset.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ECLATDiffset.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+<span class="sd">    </span>
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.frequentPattern.basic.ECLATDiffset as alg</span>
+
+<span class="sd">            obj = alg.ECLATDiffset(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------</span>
+
+<span class="sd">               The complete program was written by Kundai under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_diffSets</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_trans_set</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_getUniqueItemList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+
+        <span class="c1"># tidSets will store all the initial tids</span>
+        <span class="n">tidSets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1"># uniqueItem will store all frequent 1 items</span>
+        <span class="n">uniqueItem</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+                <span class="n">transNum</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="c1"># Database = [set([i.rstrip() for i in transaction.split(&#39;\t&#39;)]) for transaction in f]</span>
+                <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+                    <span class="n">transNum</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_trans_set</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">transNum</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">tidSets</span><span class="p">:</span>
+                            <span class="n">tidSets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">transNum</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">tidSets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">transNum</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">tidSets</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">supp</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">supp</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">supp</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_trans_set</span><span class="o">.</span><span class="n">difference</span><span class="p">(</span><span class="n">value</span><span class="p">)]</span>
+                <span class="n">uniqueItem</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="c1"># for x, y in self._diffSets.items():</span>
+        <span class="c1">#     print(x, y)</span>
+        <span class="n">uniqueItem</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="c1"># print()</span>
+        <span class="k">return</span> <span class="n">uniqueItem</span>
+
+    <span class="k">def</span> <span class="nf">_runDeclat</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">candidateList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It will generate the combinations of frequent items</span>
+<span class="sd">        :param candidateList :it represents the items with their respective transaction identifiers</span>
+<span class="sd">        :type candidateList: list</span>
+<span class="sd">        :return: returning transaction dictionary</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">newList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidateList</span><span class="p">)):</span>
+            <span class="n">item1</span> <span class="o">=</span> <span class="n">candidateList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">iList</span> <span class="o">=</span> <span class="n">item1</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidateList</span><span class="p">)):</span>
+                <span class="n">item2</span> <span class="o">=</span> <span class="n">candidateList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">jList</span> <span class="o">=</span> <span class="n">item2</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">iList</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">jList</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">unionDiffSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span><span class="p">[</span><span class="n">item2</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">difference</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span><span class="p">[</span><span class="n">item1</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">unionSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span><span class="p">[</span><span class="n">item1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">unionDiffSet</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">unionSup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">newKey</span> <span class="o">=</span> <span class="n">item1</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="n">jList</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">unionSup</span><span class="p">,</span> <span class="n">unionDiffSet</span><span class="p">]</span>
+                        <span class="n">newList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newKey</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span> 
+                        <span class="k">break</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_runDeclat</span><span class="p">(</span><span class="n">newList</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ECLATDiffset.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_trans_set</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="c1">#print(len(self._Database))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">uniqueItemList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">uniqueItemList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getUniqueItemList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_runDeclat</span><span class="p">(</span><span class="n">uniqueItemList</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_diffSets</span>
+        <span class="c1">#print(len(self._finalPatterns), len(uniqueItemList))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using ECLAT Diffset algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csvfile</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ECLATDiffset.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLATDiffset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLATDiffset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
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new file mode 100644
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+             
+  <h1>Source code for PAMI.frequentPattern.basic.ECLATbitset</h1><div class="highlight"><pre>
+<span></span><span class="c1"># ECLATbitset is one of the fundamental algorithm to discover frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.basic.ECLATbitset as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.ECLATbitset(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="ECLATbitset">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset">[docs]</a>
+<span class="k">class</span> <span class="nc">ECLATbitset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  ECLATbitset is one of the fundamental algorithm to discover frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:  Mohammed Javeed Zaki: Scalable Algorithms for Association Mining. IEEE Trans. Knowl. Data Eng. 12(3):</span>
+<span class="sd">            372-390 (2000), https://ieeexplore.ieee.org/document/846291</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 ECLATbitset.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 ECLATbitset.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.frequentPattern.basic.ECLATbitset as alg</span>
+
+<span class="sd">            obj = alg.ECLATbitset(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------</span>
+
+<span class="sd">               The complete program was written by Yudai Masu under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :type value: int</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: int or float or string</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">splitter</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">splitter</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">splitter</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ECLATbitset.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span>
+        <span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        We start with the scanning the itemSets and store the bitsets respectively.</span>
+<span class="sd">        We form the combinations of single items and  check with minSup condition to check the frequency of patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_bitPacker</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">maxIndex</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the data and maxIndex as input and generates integer as output value.</span>
+
+<span class="sd">        :param data: it takes data as input.</span>
+
+<span class="sd">        :type data: int or float</span>
+
+<span class="sd">        :param maxIndex: It converts the data into bits By taking the maxIndex value as condition.</span>
+
+<span class="sd">        :type maxIndex: int</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">packed_bits</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">packed_bits</span> <span class="o">|=</span> <span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="p">(</span><span class="n">maxIndex</span> <span class="o">-</span> <span class="n">i</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">packed_bits</span>
+
+<div class="viewcode-block" id="ECLATbitset.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        # Bitset implementation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">index</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span> <span class="o">=</span> <span class="p">[</span><span class="n">index</span><span class="p">]</span>
+            <span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="c1"># sort by length in descending order</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
+        <span class="n">cands</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">])</span>
+                <span class="n">cands</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_bitPacker</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="n">index</span><span class="p">)</span>
+                <span class="c1"># print(key, items[key])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">break</span>
+
+        <span class="k">while</span> <span class="n">cands</span><span class="p">:</span>
+            <span class="n">newCands</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cands</span><span class="p">)):</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">cands</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="n">cands</span><span class="p">[</span><span class="n">i</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">cands</span><span class="p">[</span><span class="n">j</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                        <span class="n">newCand</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">cands</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">cands</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]]))</span>
+                        <span class="n">intersection</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">newCand</span><span class="p">[</span><span class="mi">0</span><span class="p">]])]</span>
+                        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">newCand</span><span class="p">)):</span>
+                            <span class="n">intersection</span> <span class="o">&amp;=</span> <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">newCand</span><span class="p">[</span><span class="n">k</span><span class="p">]])]</span>
+                        <span class="n">count</span> <span class="o">=</span> <span class="nb">int</span><span class="o">.</span><span class="n">bit_count</span><span class="p">(</span><span class="n">intersection</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">count</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">newCands</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newCand</span><span class="p">)</span>
+                            <span class="n">newCand</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">newCand</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newCand</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">break</span>
+
+            <span class="n">cands</span> <span class="o">=</span> <span class="n">newCands</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using Apriori algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the outputfile</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="ECLATbitset.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLATbitset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">ECLATbitset</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.frequentPattern.basic.FPGrowth</li>
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+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.frequentPattern.basic.FPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># FPGrowth is one of the fundamental algorithm to discover frequent patterns in a transactional database. It stores the database in compressed fp-tree decreasing the memory usage and extracts the patterns from tree.It  employs downward closure property to  reduce the search space effectively.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.frequentPattern.basic import FPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FPGrowth(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">count</span><span class="p">,</span> <span class="n">parent</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="n">count</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">parent</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adds a child node to the current node with the specified item and count.</span>
+
+<span class="sd">        :param item: The item associated with the child node.</span>
+<span class="sd">        :type item: List</span>
+
+<span class="sd">        :param count: The count or support of the item. Default is 1.</span>
+<span class="sd">        :type count: int</span>
+
+<span class="sd">        :return: The child node added.</span>
+<span class="sd">        :rtype: List</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">count</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">count</span> <span class="o">+=</span> <span class="n">count</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+    
+    <span class="k">def</span> <span class="nf">traverse</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Traversing the tree to get the transaction</span>
+
+<span class="sd">        :return: transaction and count of each item in transaction</span>
+
+<span class="sd">        :rtype: Tuple, List and int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transaction</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span>
+        <span class="n">node</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">while</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">return</span> <span class="n">transaction</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">count</span>
+
+
+<div class="viewcode-block" id="FPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">FPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:   FPGrowth is one of the fundamental algorithm to discover frequent patterns in a transactional database. It stores the database in compressed fp-tree decreasing the memory usage and extracts the patterns from tree.It employs downward closure property to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference:  Han, J., Pei, J., Yin, Y. et al. Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern</span>
+<span class="sd">           Tree Approach. Data  Mining and Knowledge Discovery 8, 53–87 (2004). https://doi.org/10.1023</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    --------------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 FPGrowth.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.frequentPattern.basic import FPGrowth as alg</span>
+
+<span class="sd">            obj = alg.FPGrowth(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------------------</span>
+<span class="sd">               The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1">#print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        :rtype: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+    
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">minSup</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Constructs the FP-tree from the given transactions.</span>
+
+<span class="sd">        :param items: A dictionary containing item frequencies.</span>
+<span class="sd">        :type items: Dict</span>
+
+<span class="sd">        :param data: A list of transactions.</span>
+<span class="sd">        :type data: List</span>
+
+<span class="sd">        :param minSup: The minimum support threshold.</span>
+<span class="sd">        :type minSup: int</span>
+
+<span class="sd">        :return: The root node of the constructed FP-tree and a dictionary containing information about nodes associated with each item.</span>
+<span class="sd">        :rtype: Tuple[_Node, Dict]</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+
+        <span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">([],</span> <span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">itemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">currNode</span> <span class="o">=</span> <span class="n">root</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">],</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">items</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                <span class="n">currNode</span> <span class="o">=</span> <span class="n">currNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemNodes</span><span class="p">:</span>
+                    <span class="n">itemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">currNode</span><span class="p">)</span>
+                    <span class="n">itemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">set</span><span class="p">([</span><span class="n">currNode</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">root</span><span class="p">,</span> <span class="n">itemNodes</span>
+
+    <span class="k">def</span> <span class="nf">_all_combinations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">arr</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all possible combinations of items from a given transaction.</span>
+
+<span class="sd">        :param arr: A list of items in a transaction.</span>
+<span class="sd">        :type arr: List</span>
+
+<span class="sd">        :return: A list containing all possible combinations of items.</span>
+<span class="sd">        :rtype: List</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">all_combinations_list</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">all_combinations_list</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">combinations</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">r</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">all_combinations_list</span>
+    
+    <span class="k">def</span> <span class="nf">_recursive</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">,</span> <span class="n">itemNode</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">patterns</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">         Recursively explores the FP-tree to generate frequent patterns.</span>
+
+<span class="sd">         :param root: The root node of the current subtree.</span>
+<span class="sd">         :type root: _Node</span>
+
+<span class="sd">         :param itemNode: A dictionary containing information about the nodes associated with each item.</span>
+<span class="sd">         :type itemNode: Dict</span>
+
+<span class="sd">         :param minSup: The minimum support threshold.</span>
+<span class="sd">         :type minSup: int</span>
+
+<span class="sd">         :param patterns: A dictionary to store the generated frequent patterns.</span>
+<span class="sd">         :type patterns: Dict</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemNode</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemNode</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])}</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemNode</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="k">break</span> 
+
+            <span class="n">newRoot</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">root</span><span class="o">.</span><span class="n">item</span> <span class="o">+</span> <span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">newRoot</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="n">pat</span><span class="p">]</span> <span class="o">=</span> <span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">newItemNode</span> <span class="o">=</span> <span class="p">{}</span>
+
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span> <span class="o">=</span> <span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">traverse</span><span class="p">()</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">combination</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_all_combinations</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">comb</span> <span class="ow">in</span> <span class="n">combination</span><span class="p">:</span>
+                    <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">comb</span><span class="p">])</span>
+                    <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">newRoot</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="n">pat</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
+                    <span class="c1"># self._finalPatterns[tuple(list(comb) + newRoot.item)] = count</span>
+                <span class="k">pass</span>
+
+
+            <span class="n">itemCount</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">transactions</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">traverse</span><span class="p">()</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="ow">in</span> <span class="n">transactions</span><span class="p">:</span>
+                    <span class="n">transactions</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)]</span> <span class="o">+=</span> <span class="n">count</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">transactions</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)]</span> <span class="o">=</span> <span class="n">count</span>
+
+
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemCount</span><span class="p">:</span>
+                        <span class="n">itemCount</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">count</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemCount</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
+
+
+            <span class="c1"># remove items that are below minSup</span>
+            <span class="n">itemCount</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">itemCount</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemCount</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">continue</span>
+
+            <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">transactions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">transaction</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemCount</span><span class="p">],</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">itemCount</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+                <span class="n">currNode</span> <span class="o">=</span> <span class="n">newRoot</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                    <span class="n">currNode</span> <span class="o">=</span> <span class="n">currNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">count</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">newItemNode</span><span class="p">:</span>
+                        <span class="n">newItemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">currNode</span><span class="p">)</span>
+                        <span class="n">newItemNode</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="n">count</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">newItemNode</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">set</span><span class="p">([</span><span class="n">currNode</span><span class="p">]),</span> <span class="n">count</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newItemNode</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">continue</span>
+
+            <span class="c1"># mine(newRoot, newItemNode, minSup, patterns)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_recursive</span><span class="p">(</span><span class="n">newRoot</span><span class="p">,</span> <span class="n">newItemNode</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">patterns</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="FPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+
+        <span class="n">itemCount</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">itemCount</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="n">root</span><span class="p">,</span> <span class="n">itemNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">itemCount</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_recursive</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">itemNode</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">)</span>
+        
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using frequentPatternGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Starting the mining process</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csvfile</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+    
+<div class="viewcode-block" id="FPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+    
+    
+</pre></div>
+
+           </div>
+          </div>
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+
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+      <li class="breadcrumb-item active">PAMI.frequentPattern.closed.CHARM</li>
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+             
+  <h1>Source code for PAMI.frequentPattern.closed.CHARM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CHARM is an algorithm to discover closed frequent patterns in a transactional database. Closed frequent patterns are patterns if there exists no superset that has the same support count as this original itemset . This algorithm employs depth-first search technique to find the complete set of closed frequent patterns in a</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.frequentPattern.closed import CHARM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CHARM(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Closed Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.closed</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="CHARM">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM">[docs]</a>
+<span class="k">class</span> <span class="nc">CHARM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: CHARM is an algorithm to discover closed frequent patterns in a transactional database. Closed frequent patterns are patterns if there exists no superset that has the same support count as this original itemset. This algorithm employs depth-first search technique to find the complete set of closed frequent patterns in a</span>
+
+
+<span class="sd">    :Reference:   Mohammed J. Zaki and Ching-Jui Hsiao, CHARM: An Efficient Algorithm for Closed Itemset Mining,</span>
+<span class="sd">            Proceedings of the 2002 SIAM, SDM. 2002, 457-473, https://doi.org/10.1137/1.9781611972726.27</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        tidList : dict</span>
+<span class="sd">            stores the timestamps of an item</span>
+<span class="sd">        hashing : dict</span>
+<span class="sd">            stores the patterns with their support to check for the closed property</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    --------------------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 CHARM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 CHARM.py sampleDB.txt patterns.txt 10.0</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.frequentPattern.closed import CHARM as alg</span>
+
+<span class="sd">            obj = alg.CHARM(iFile, minSup)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Closed Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------------------</span>
+
+<span class="sd">                 The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maxItemId</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tableSize</span> <span class="o">=</span> <span class="mi">10000</span>
+    <span class="n">_writer</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+
+<span class="sd">        :type value: int or float or str</span>
+
+<span class="sd">        :return: converted type</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete frequent patterns of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">i</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">i</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">i</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">]</span>
+                                <span class="k">else</span><span class="p">:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">_flist</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">t1</span> <span class="o">+=</span> <span class="n">i</span>
+            <span class="n">_flist</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">t1</span>
+        <span class="n">_flist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">_flist</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])]</span>
+        <span class="k">return</span> <span class="n">_flist</span>
+
+    <span class="k">def</span> <span class="nf">_calculate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tidSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the hashcode of pattern</span>
+
+<span class="sd">        :param tidSet: the timestamps of a pattern</span>
+
+<span class="sd">        :type tidSet: list</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">hashcode</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tidSet</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">+=</span> <span class="n">i</span>
+        <span class="k">if</span> <span class="n">hashcode</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">hashcode</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">hashcode</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tableSize</span>
+
+    <span class="k">def</span> <span class="nf">_contains</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Check for the closed property(patterns with same support) by checking the hashcode(sum of timestamps),</span>
+<span class="sd">        if hashcode key in hashing dict is none then returns a false, else returns with true.</span>
+<span class="sd">        :param itemSet: frequent pattern</span>
+<span class="sd">        :type itemSet: list</span>
+<span class="sd">        :param value: support of the pattern</span>
+<span class="sd">        :type value: int</span>
+<span class="sd">        :param hashcode: calculated from the timestamps of pattern</span>
+<span class="sd">        :type hashcode: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]:</span>
+            <span class="n">itemSetx</span> <span class="o">=</span> <span class="n">i</span>
+            <span class="k">if</span> <span class="n">value</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="n">itemSetx</span><span class="p">]</span> <span class="ow">and</span> <span class="nb">set</span><span class="p">(</span><span class="n">itemSetx</span><span class="p">)</span><span class="o">.</span><span class="n">issuperset</span><span class="p">(</span><span class="n">itemSet</span><span class="p">):</span>
+                <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="kc">False</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetx</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Check for the closed property (patterns with same support), if found deletes the subsets and stores</span>
+<span class="sd">        supersets and also saves the patterns that satisfy the closed property</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+
+<span class="sd">        :type prefix: frequent item or pattern</span>
+
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+
+<span class="sd">        :type suffix: list</span>
+
+<span class="sd">        :param tidSetx: the timestamp of a patterns</span>
+
+<span class="sd">        :type tidSetx: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">prefix</span><span class="p">))</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculate</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_contains</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+            <span class="k">if</span> <span class="n">hashcode</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">):</span> <span class="n">val</span><span class="p">}</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_processEquivalenceClass</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Equivalence class is followed  and check for the patterns which satisfies frequent properties.</span>
+<span class="sd">        :param prefix:  main equivalence prefix</span>
+<span class="sd">        :type prefix: frequent item or pattern</span>
+<span class="sd">        :param itemSets: patterns which are items combined with prefix and satisfying the minSup</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: timestamps of the items in the argument itemSets</span>
+<span class="sd">        :type tidSets: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">itemY</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">tidSetY</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">))</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">suffix</span> <span class="o">+=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">,</span> <span class="n">itemY</span><span class="p">]</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">suffix</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemX</span><span class="p">],</span> <span class="n">tidSetX</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemX</span><span class="p">],</span> <span class="n">tidSetY</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetx</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemY</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetY</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetx</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetx</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">classItemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetx</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetx</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+<div class="viewcode-block" id="CHARM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here by extracting the frequent patterns from the database. It performs prefix</span>
+<span class="sd">        equivalence to generate the combinations and closed frequent patterns.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CHARM.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here by extracting the frequent patterns from the database. It performs prefix</span>
+<span class="sd">        equivalence to generate the combinations and closed frequent patterns.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemsets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetx</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetx</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+                <span class="n">itemY</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetY</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemY</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">):</span>
+                    <span class="n">_plist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetx</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">):</span>
+                    <span class="n">itemSetx</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetx</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetY</span><span class="p">):</span>
+                    <span class="n">_plist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemY</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">itemSetx</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">itemSetx</span><span class="p">,</span> <span class="n">tidSetx</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Closed Frequent patterns were generated successfully using CHARM algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="CHARM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CHARM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CHARM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CHARM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CHARM.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csvfile</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CHARM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CHARM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Closed Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CHARM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CHARM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Closed Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html b/sphinx/_build/html/_modules/PAMI/frequentPattern/maximal/MaxFPGrowth.html
new file mode 100644
index 000000000..aa4bd4837
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+             
+  <h1>Source code for PAMI.frequentPattern.maximal.MaxFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># MaxFP-Growth is one of the fundamental algorithm to discover maximal frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.frequentPattern.maximal import MaxFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.MaxFPGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.maximal</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="k">global</span> <span class="n">maximalTree</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter : list</span>
+<span class="sd">            To maintain the support of the node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a child to the created nodes</span>
+<span class="sd">        :param node: node object</span>
+<span class="sd">        :type node: Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        root : Node</span>
+<span class="sd">               Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">                storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">                stores the support of items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalTransaction(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        condPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#self.maximalTree = _MPTree()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Adding transactions into tree</span>
+
+<span class="sd">        :param transaction: represents the transaction in a database</span>
+
+<span class="sd">        :type transaction: list</span>
+
+<span class="sd">        :return: tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        Loading the database into a tree</span>
+
+<span class="sd">        :param transaction: conditional transaction of a node</span>
+
+<span class="sd">        :type transaction: list</span>
+
+<span class="sd">        :param count: the support of conditional transaction</span>
+
+<span class="sd">        :type count: int</span>
+
+<span class="sd">        :return: conditional tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of respective node</span>
+<span class="sd">        :param alpha: it represents the Node in tree</span>
+<span class="sd">        :type alpha: int</span>
+<span class="sd">        :return: conditional patterns of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">counter</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condPatterns</span><span class="p">,</span> <span class="n">condFreq</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        sorting and removing the items from conditional transactions which don&#39;t satisfy minSup</span>
+<span class="sd">        :param condPatterns: conditional patterns if a node</span>
+<span class="sd">        :type condPatterns: list</span>
+<span class="sd">        :param condFreq: frequency at leaf node of conditional transaction</span>
+<span class="sd">        :type condFreq: int</span>
+<span class="sd">        :return: conditional patterns and their frequency respectively</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">condFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">condFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data1</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">tids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">condFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">tids</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To remove the node from the original tree</span>
+<span class="sd">        :param nodeValue: leaf node of tree</span>
+<span class="sd">        :type nodeValue: int</span>
+<span class="sd">        :return: tree after deleting node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">maximalTree</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+<span class="sd">        :param prefix: forms the combination of items</span>
+<span class="sd">        :type prefix: str</span>
+<span class="sd">        :param patterns: the patterns we want to generate for this node</span>
+<span class="sd">        :type patterns: list</span>
+<span class="sd">        :return: the maximal frequent patterns</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">condPatterns</span><span class="p">,</span> <span class="n">tids</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditional_tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditional_tree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="n">head</span> <span class="o">=</span> <span class="n">pattern</span><span class="p">[:]</span>
+            <span class="n">tail</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">la</span> <span class="ow">in</span> <span class="n">info</span><span class="p">:</span>
+                <span class="n">tail</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">la</span><span class="p">)</span>
+            <span class="n">sub</span> <span class="o">=</span> <span class="n">head</span> <span class="o">+</span> <span class="n">tail</span>
+            <span class="k">if</span> <span class="n">maximalTree</span><span class="o">.</span><span class="n">checkerSub</span><span class="p">(</span><span class="n">sub</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+                    <span class="n">conditional_tree</span><span class="o">.</span><span class="n">addConditionalTransaction</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">tids</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">conditional_tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">maximalTree</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">maximalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+                    <span class="n">patterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_MNode</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node in maximal tree</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children details to a parent node</span>
+<span class="sd">        :param node: children node</span>
+<span class="sd">        :type node: _MNode</span>
+<span class="sd">        :return: adding children details to parent node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_MPTree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalTransaction(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        checkerSub(items):</span>
+<span class="sd">            Given a set of items to the subset of them is present or not</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_MNode</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To construct the maximal frequent pattern into maximal tree</span>
+<span class="sd">        :param transaction: the maximal frequent patterns extracted till now</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :return: the maximal tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_MNode</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="nf">checkerSub</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the subset of pattern present in tree</span>
+<span class="sd">        :param items: the sub frequent pattern</span>
+<span class="sd">        :type items: list</span>
+<span class="sd">        :return: checks if subset present in the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">items</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">item</span><span class="p">]:</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">parent</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">cur</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">cur</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                        <span class="k">return</span> <span class="mi">0</span>
+                <span class="n">cur</span> <span class="o">=</span> <span class="n">cur</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+
+<span class="c1"># Initialising the  variable for maximal tree</span>
+<span class="c1">#maximalTree = _MPTree()</span>
+
+
+<div class="viewcode-block" id="MaxFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">MaxFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: MaxFP-Growth is one of the fundamental algorithm to discover maximal frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   Grahne, G. and Zhu, J., &quot;High Performance Mining of Maximal Frequent itemSets&quot;,</span>
+<span class="sd">                  http://users.encs.concordia.ca/~grahne/papers/hpdm03.pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">    :param  maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ---------------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 MaxFPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 MaxFPGrowth.py sampleDB.txt patterns.txt 0.3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------------</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.frequentPattern.maximal import MaxFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.MaxFPGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(&quot;patterns&quot;)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------</span>
+<span class="sd">                The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankdup</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maximalTree</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="c1">#print(line)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To extract the one-length frequent itemSets</span>
+<span class="sd">        :return: 1-length frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="c1">#print(len(mapSupport), self.minSup)</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">_mapSupport</span><span class="p">,</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oneLength</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To sort the transactions in their support descending order and allocating ranks respectively</span>
+<span class="sd">        :param oneLength: 1-length frequent items in dictionary</span>
+<span class="sd">        :type oneLength: dict</span>
+<span class="sd">        :return: returning the sorted list</span>
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                    rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">oneLength</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">list2</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        creating the root node as null in fp-tree and adding all transactions into tree.</span>
+<span class="sd">        :param data: updated transactions</span>
+<span class="sd">        :type data: dict</span>
+<span class="sd">        :param info: rank of items in transactions</span>
+<span class="sd">        :type info: dict</span>
+<span class="sd">        :return: fp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">))</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_convertItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the item ranks into their original item names</span>
+<span class="sd">        :param itemSet: itemSet or a pattern</span>
+<span class="sd">        :type itemSet: list</span>
+<span class="sd">        :return: original pattern</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rankdup</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+<div class="viewcode-block" id="MaxFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankdup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span> <span class="o">=</span> <span class="n">_MPTree</span><span class="p">()</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([],</span> <span class="n">patterns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">patterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convertItems</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Maximal Frequent patterns were generated successfully using MaxFp-Growth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csvfile</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MaxFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+    
+<div class="viewcode-block" id="MaxFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This functon is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total number of Maximal Frequent Patterns: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Runtime: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Memory (RSS): &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Memory (USS): &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()))</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">MaxFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">MaxFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Maximal Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.frequentPattern.topk.FAE</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Top - K is and algorithm to discover top frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.topK.FAE as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FAE(iFile, K)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             topKFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(topKFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.frequentPattern.topk</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="FAE">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE">[docs]</a>
+<span class="k">class</span> <span class="nc">FAE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: Top - K is and algorithm to discover top frequent patterns in a transactional database.</span>
+
+
+<span class="sd">    :Reference:   Zhi-Hong Deng, Guo-Dong Fang: Mining Top-Rank-K Frequent Patterns: DOI: 10.1109/ICMLC.2007.4370261 · Source: IEEE Xplore</span>
+<span class="sd">                  https://ieeexplore.ieee.org/document/4370261</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  k: int :</span>
+<span class="sd">                    User specified count of top frequent patterns</span>
+<span class="sd">    :param minimum: int :</span>
+<span class="sd">                    Minimum number of frequent patterns to consider in analysis</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FAE.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;K&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 FAE.py sampleDB.txt patterns.txt 10</span>
+
+<span class="sd">    .. note:: k will be considered as count of top frequent patterns to consider in analysis</span>
+
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">        import PAMI.frequentPattern.topK.FAE as alg</span>
+
+<span class="sd">        obj = alg.FAE(iFile, K)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        topKFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Frequent Patterns:&quot;, len(topKFrequentPatterns))</span>
+
+<span class="sd">        obj.save(oFile)</span>
+
+<span class="sd">        Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    Credits:</span>
+<span class="sd">    --------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_minimum</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">candidate</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">candidate</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">plist</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+                <span class="k">break</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">candidate</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetI</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">            :param prefix: the prefix of a pattern</span>
+<span class="sd">            :type prefix: list</span>
+<span class="sd">            :param suffix: the suffix of a patterns</span>
+<span class="sd">            :type suffix: list</span>
+<span class="sd">            :param tidSetI: the timestamp of a patterns</span>
+<span class="sd">            :type tidSetI: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span>
+        <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">y</span><span class="p">:</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                              <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
+                                                     <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+                    <span class="k">return</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Equivalence class is followed  and checks for the patterns generated for periodic-frequent patterns.</span>
+
+<span class="sd">            :param prefix:  main equivalence prefix</span>
+<span class="sd">            :type prefix: periodic-frequent item or pattern</span>
+<span class="sd">            :param itemSets: patterns which are items combined with prefix and satisfying the periodicity</span>
+<span class="sd">                            and frequent with their timestamps</span>
+<span class="sd">            :type itemSets: list</span>
+<span class="sd">            :param tidSets: timestamps of the items in the argument itemSets</span>
+<span class="sd">            :type tidSets: list</span>
+
+
+<span class="sd">                    &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetI</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">))</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="FAE.startMine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Main function of the program</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FAE.mine">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Main function of the program</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">)</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot; TopK frequent patterns were successfully generated using FAE algorithm.&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="FAE.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FAE.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FAE.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="FAE.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FAE.save">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FAE.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FAE.printTOPK">
+<a class="viewcode-back" href="../../../../PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.printTOPK">[docs]</a>
+    <span class="k">def</span> <span class="nf">printTOPK</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Frequent  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FAE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FAE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html b/sphinx/_build/html/_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html
new file mode 100644
index 000000000..814c805c8
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html
@@ -0,0 +1,915 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth &mdash; PAMI 2024.04.23 documentation</title>
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+  <h1>Source code for PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  FCPGrowth is the algorithm to discover Correlated Fuzzy-frequent patterns in a transactional database.</span>
+<span class="c1">#  it is based on traditional fuzzy frequent pattern mining.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># -------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyCorrelatedPattern.basic import FCPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FCPGrowth(&quot;input.txt&quot;,2,0.4)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             correlatedFuzzyFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Correlated Fuzzy Frequent Patterns:&quot;, len(correlatedFuzzyFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyCorrelatedPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            the item name</span>
+<span class="sd">        sumIUtil: float</span>
+<span class="sd">            the sum of utilities of a fuzzy item in database</span>
+<span class="sd">        sumRUtil: float</span>
+<span class="sd">            the sum of resting values of a fuzzy item in database</span>
+<span class="sd">        elements: list</span>
+<span class="sd">            a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements            </span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">region</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="n">region</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">:</span> <span class="s1">&#39;Element&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :param element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">IUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">RUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="Element">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.Element">[docs]</a>
+<span class="k">class</span> <span class="nc">Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        IUtils: float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        RUtil : float</span>
+<span class="sd">            the neighbourhood resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">IUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">RUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">IUtils</span> <span class="o">=</span> <span class="n">IUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">RUtils</span> <span class="o">=</span> <span class="n">RUtil</span></div>
+
+
+
+<span class="k">class</span> <span class="nc">_Regions</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class calculate the region value</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        low : int</span>
+<span class="sd">            low region value</span>
+<span class="sd">        middle: int</span>
+<span class="sd">            middle region value</span>
+<span class="sd">        high : int</span>
+<span class="sd">            high region values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">quantity</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">regionsNumber</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">mapOfRegions</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="n">regionsNumber</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+            <span class="k">if</span> <span class="mi">0</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;L&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="mi">1</span> <span class="o">&lt;=</span> <span class="n">quantity</span> <span class="o">&lt;</span> <span class="mi">6</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="o">-</span><span class="mf">0.2</span> <span class="o">*</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">+</span> <span class="mf">1.2</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mf">0.2</span> <span class="o">*</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">-</span> <span class="mf">0.2</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;L&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;M&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="mi">6</span> <span class="o">&lt;=</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">11</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="o">-</span><span class="mf">0.2</span> <span class="o">*</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">+</span> <span class="mf">2.2</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mf">0.2</span> <span class="o">*</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">-</span> <span class="mf">1.2</span><span class="p">)</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;M&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;H&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">t1</span> <span class="o">=</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="s1">&#39;H&#39;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">t1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapOfRegions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="n">mapOfRegions</span><span class="p">[</span><span class="n">t1</span><span class="p">]</span>
+                    <span class="n">mapOfRegions</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="mi">1</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Class to Store item and its quantity together</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;N&#39;</span>
+
+
+<div class="viewcode-block" id="FCPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">FCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_corelatedFuzzyFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   FCPGrowth is the algorithm to discover Correlated Fuzzy-frequent patterns in a transactional database.</span>
+<span class="sd">                    it is based on traditional fuzzy frequent pattern mining.</span>
+
+<span class="sd">    :Reference:   Lin, N.P., &amp; Chueh, H. (2007). Fuzzy correlation rules mining.</span>
+<span class="sd">                  https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.416.6053&amp;rep=rep1&amp;type=pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param minAllConf: float :</span>
+<span class="sd">                    The user can specify minAllConf values within the range (0, 1).</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : int</span>
+<span class="sd">            The user given support</span>
+<span class="sd">        minAllConf: float</span>
+<span class="sd">            user Specified minAllConf( should be in range 0 and 1)</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTimeTime:float</span>
+<span class="sd">            To record the startTime time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt: int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsLowSum: map</span>
+<span class="sd">            To keep track of low region values of items</span>
+<span class="sd">        mapItemsMidSum: map</span>
+<span class="sd">            To keep track of middle region values of items</span>
+<span class="sd">        mapItemsHighSum: map</span>
+<span class="sd">            To keep track of high region values of items</span>
+<span class="sd">        mapItemSum: map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions: map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        jointCnt: int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize: int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startTimeMine()</span>
+<span class="sd">            Mining process will startTime from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function            </span>
+<span class="sd">        getRatio(self, prefix, prefixLen, item)</span>
+<span class="sd">            Method to calculate the ration of itemSet</span>
+<span class="sd">        convert(value):</span>
+<span class="sd">            To convert the given user specified value  </span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,ratio)</span>
+<span class="sd">            To Store the patten      </span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FCPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;minAllConf&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 FCPGrowth.py sampleTDB.txt output.txt 2 0.2</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.fuzzyCorrelatedPattern.basic import FCPGrowth as alg</span>
+
+<span class="sd">            obj = alg.FCPGrowth(&quot;input.txt&quot;,2,0.4)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            correlatedFuzzyFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Correlated Fuzzy Frequent Patterns:&quot;, len(correlatedFuzzyFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------</span>
+
+<span class="sd">            The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minAllConf</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minAllConf</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">o2</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :param o2: Second FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :return: Comparision Value</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="c1"># return int(o1.item) - int(o2.item)</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Element</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: FFI-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element eith tid as given</span>
+<span class="sd">        :rtype: element if exists or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :return: converted value</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+    
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FCPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; </span>
+<span class="sd">        Frequent pattern mining process will startTime from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+<div class="viewcode-block" id="FCPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will startTime from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">tr</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">tr</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="nb">float</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">low</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">mid</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">high</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+        <span class="n">listOfFFIList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="c1">#minSup = self._minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;N&#39;</span>
+            <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">mid</span> <span class="ow">and</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;L&quot;</span>
+                <span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;L&#39;</span>
+            <span class="k">elif</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;M&quot;</span>
+                <span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;M&#39;</span>
+            <span class="k">elif</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">mid</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;H&quot;</span>
+                <span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;H&#39;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">region</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">tr</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">tr</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="nb">float</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;L&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;L&#39;</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;M&#39;</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;H&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">region</span> <span class="o">=</span> <span class="s1">&#39;H&#39;</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="n">remainUtil</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFIList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fuzzy Correlated Patterns Successfully generated using FCPGrowth algorithms&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_FFList</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_FFList</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FFSI from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FFSI</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">ratio</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getRatio</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">ratio</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">py</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_FFList</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px:the itemSet px</span>
+<span class="sd">        :type px:FFI-List</span>
+<span class="sd">        :param py:itemSet py</span>
+<span class="sd">        :type py:FFI-List</span>
+<span class="sd">        :return :the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype :FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">py</span><span class="o">.</span><span class="n">region</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">IUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">IUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">RUtils</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+<div class="viewcode-block" id="FCPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FCPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FCPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_getRatio</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_FFList</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Method to calculate the ration of itemSet</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: FFList</span>
+<span class="sd">        :return : correlated ratio</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="mf">1.0</span>
+        <span class="n">n</span> <span class="o">=</span> <span class="n">prefixLen</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">region</span><span class="p">))</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">res</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="p">[(</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">region</span><span class="p">)]:</span>
+                <span class="n">res</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="p">[(</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">region</span><span class="p">)]</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="n">item</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">item</span><span class="o">.</span><span class="n">region</span><span class="p">))</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">res</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="p">[</span>
+            <span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">item</span><span class="o">.</span><span class="n">region</span><span class="p">)]:</span>
+            <span class="n">res</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegionSum</span><span class="p">[(</span><span class="n">item</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">item</span><span class="o">.</span><span class="n">region</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">item</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">/</span> <span class="n">res</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_FFList</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">ratio</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: FFList</span>
+<span class="sd">        :param ratio: the ratio of itemSet</span>
+<span class="sd">        :type ratio: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">region</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">region</span><span class="p">)</span>
+        <span class="c1">#res1 = str(item.sumIUtil) + &quot; : &quot; + str(ratio) + &quot;\n&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">,</span> <span class="n">ratio</span><span class="p">]</span>
+
+<div class="viewcode-block" id="FCPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FCPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Confidence&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="FCPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FCPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Correlated Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<div class="viewcode-block" id="main">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.main">[docs]</a>
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="n">inputFile</span> <span class="o">=</span> <span class="s1">&#39;https://u-aizu.ac.jp/~udayrage/datasets/fuzzyDatabases/Fuzzy_T10I4D100K.csv&#39;</span>
+
+    <span class="n">minimumSupportCount</span><span class="o">=</span><span class="mi">1200</span>  <span class="c1">#Users can also specify this constraint between 0 to 1.</span>
+    <span class="n">ratioExample</span><span class="o">=</span><span class="mf">0.8</span>
+    <span class="n">seperator</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span> 
+
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">FCPGrowth</span><span class="p">(</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">minimumSupportCount</span><span class="p">,</span><span class="n">ratioExample</span><span class="p">,</span><span class="n">seperator</span><span class="p">)</span>    <span class="c1">#initialize</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Correlated Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+  <h1>Source code for PAMI.fuzzyFrequentPattern.basic.FFIMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem</span>
+<span class="c1">#</span>
+<span class="c1"># to its huge search space.we are using efficient pruning techniques to reduce the search space.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyFrequentPattern import FFIMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFIMiner(&quot;input.txt&quot;, 2)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             fuzzyFrequentPattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fuzzy Frequent Patterns:&quot;, len(fuzzyFrequentPattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            the item name</span>
+
+<span class="sd">        sumIUtil: float</span>
+<span class="sd">            the sum of utilities of a fuzzy item in database</span>
+
+<span class="sd">        sumRUtil: float</span>
+<span class="sd">            the sum of resting values of a fuzzy item in database</span>
+
+<span class="sd">        elements: list</span>
+<span class="sd">            a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to print elements</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+
+<span class="sd">        iUtils: float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the  resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FFIMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzyFrequentPattenrs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem</span>
+<span class="sd">                    to its huge search space.we are using efficient pruning techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:   Lin, Chun-Wei &amp; Li, Ting &amp; Fournier Viger, Philippe &amp; Hong, Tzung-Pei. (2015).</span>
+<span class="sd">                  A fast Algorithm for mining fuzzy frequent itemsets. Journal of Intelligent &amp; Fuzzy Systems. 29.</span>
+<span class="sd">                  2373-2379. 10.3233/IFS-151936.</span>
+<span class="sd">                  https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param fuzFile: str :</span>
+<span class="sd">                    The user can specify fuzFile.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : string</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy  frequent patterns</span>
+
+<span class="sd">        fmFile : string</span>
+<span class="sd">            Name of the fuzzy membership file to mine complete set of fuzzy  frequent patterns</span>
+
+<span class="sd">        oFile : string</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy  frequent patterns</span>
+
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+
+<span class="sd">        itemsCnt: int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+
+<span class="sd">        mapItemSum: map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+
+<span class="sd">        joinsCnt: int</span>
+<span class="sd">            To keep track of the number of ffi-list that was constructed</span>
+
+<span class="sd">        BufferSize: int</span>
+<span class="sd">            represent the size of Buffer</span>
+
+<span class="sd">        itemSetBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        compareItems(o1, o2)</span>
+<span class="sd">            A Function that sort all ffi-list in ascending order of Support</span>
+<span class="sd">        FSFIMining(prefix, prefixLen, FSFIM, minSup)</span>
+<span class="sd">            Method generate ffi from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil)</span>
+<span class="sd">            To Store the patten</span>
+
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FFIMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;separator&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FFIMiner.py sampleTDB.txt output.txt 6</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.fuzzyFrequentPattern import FFIMiner as alg</span>
+
+<span class="sd">            obj = alg.FFIMiner(&quot;input.txt&quot;, 2)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            fuzzyFrequentPattern = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Fuzzy Frequent Patterns:&quot;, len(fuzzyFrequentPattern))</span>
+
+<span class="sd">            obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_fuzFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">o2</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all ffi-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :return: Comparision Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&lt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&gt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FFIMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemsets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">listOfffilist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#self._minSup = self._convert(self._minSup)</span>
+        <span class="c1"># minSup = self.minSup</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfffilist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfffilist</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfffilist</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">,</span> <span class="n">minSup</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates ffi from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of ffi</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<div class="viewcode-block" id="FFIMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">,</span> <span class="n">py</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_FFList</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px:the itemSet px</span>
+<span class="sd">        :type px:ffi-List</span>
+<span class="sd">        :param py:itemSet py</span>
+<span class="sd">        :type py:ffi-List</span>
+<span class="sd">        :return :the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype :ffi-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Element</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: ffi-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element  tid as given</span>
+<span class="sd">        :rtype: element if exit or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>  <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FFIMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: dictionary of frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFIMiner</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html b/sphinx/_build/html/_modules/PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html
new file mode 100644
index 000000000..f4784e216
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old</li>
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+             
+  <h1>Source code for PAMI.fuzzyFrequentPattern.basic.FFIMiner_old</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem</span>
+<span class="c1">#</span>
+<span class="c1"># to its huge search space.we are using efficient pruning techniques to reduce the search space.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyFrequentPattern import FFIMiner_old as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFIMiner(&quot;input.txt&quot;, 2)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             fuzzyFrequentPattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fuzzy Frequent Patterns:&quot;, len(fuzzyFrequentPattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">         item: int</span>
+<span class="sd">             the item name</span>
+<span class="sd">         sumIUtil: float</span>
+<span class="sd">             the sum of utilities of a fuzzy item in database</span>
+<span class="sd">         sumRUtil: float</span>
+<span class="sd">             the sum of resting values of a fuzzy item in database</span>
+<span class="sd">         elements: list</span>
+<span class="sd">             a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :param element: Element</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to print elements</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils: float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the  resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Regions</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class calculate the regions</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        low : int</span>
+<span class="sd">            low region value</span>
+<span class="sd">        middle: int</span>
+<span class="sd">            middle region value</span>
+<span class="sd">        high : int</span>
+<span class="sd">            high region values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">regionsNumber</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="n">regionsNumber</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>  <span class="c1"># if we have 3 regions</span>
+            <span class="k">if</span> <span class="mi">0</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">6</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">6</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">6</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">11</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">11</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">6</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">1</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FFIMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzyFrequentPattenrs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent  Pattern-Miner is desired to find all  frequent fuzzy patterns which is on-trivial and challenging problem</span>
+<span class="sd">                    to its huge search space.we are using efficient pruning techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:   Lin, Chun-Wei &amp; Li, Ting &amp; Fournier Viger, Philippe &amp; Hong, Tzung-Pei. (2015).</span>
+<span class="sd">                  A fast Algorithm for mining fuzzy frequent itemsets. Journal of Intelligent &amp; Fuzzy Systems. 29.</span>
+<span class="sd">                  2373-2379. 10.3233/IFS-151936.</span>
+<span class="sd">                  https://www.researchgate.net/publication/286510908_A_fast_Algorithm_for_mining_fuzzy_frequent_itemSets</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param fuzFile: str :</span>
+<span class="sd">                    The user can specify fuzFile.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : string</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy  frequent patterns</span>
+<span class="sd">        fmFile : string</span>
+<span class="sd">            Name of the fuzzy membership file to mine complete set of fuzzy  frequent patterns</span>
+<span class="sd">        oFile : string</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy  frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt: int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsLowSum: map</span>
+<span class="sd">            To keep track of low region values of items</span>
+<span class="sd">        mapItemsMidSum: map</span>
+<span class="sd">            To keep track of middle region values of items</span>
+<span class="sd">        mapItemsHighSum: map</span>
+<span class="sd">            To keep track of high region values of items</span>
+<span class="sd">        mapItemSum: map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions: map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        jointCnt: int</span>
+<span class="sd">            To keep track of the number of ffi-list that was constructed</span>
+<span class="sd">        BufferSize: int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        compareItems(o1, o2)</span>
+<span class="sd">            A Function that sort all ffi-list in ascending order of Support</span>
+<span class="sd">        FSFIMining(prefix, prefixLen, FSFIM, minSup)</span>
+<span class="sd">            Method generate ffi from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    -----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FFIMinerMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;separator&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FFIMinerMiner.py sampleTDB.txt output.txt 6</span>
+
+<span class="sd">      (.venv) $ python3  FFIMinerMiner.py sampleTDB.txt output.txt 0.3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">        from PAMI.fuzzyFrequentPattern import FFIMiner as alg</span>
+
+<span class="sd">        obj = alg.FFIMiner(&quot;input.txt&quot;, &quot;fuzzyMembership.txt&quot; 2)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        fuzzyFrequentPattern = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Fuzzy Frequent Patterns:&quot;, len(fuzzyFrequentPattern))</span>
+
+<span class="sd">        obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_fuzFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">fuzFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">fuzFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">o2</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all ffi-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparison Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&lt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&gt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_fuzzyMembershipFunc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
+                    <span class="n">lowerBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">upperBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">lb_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">ub_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">int</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">lb_Label</span><span class="p">,</span> <span class="n">ub_Label</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">lb_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">lb_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">if</span> <span class="n">ub_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">ub_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKeyOne</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+            <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_Regions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param quantity: Quantity to calculate regions</span>
+<span class="sd">        :type quantity: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">list</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">elif</span> <span class="n">quantity</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">base</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">islower</span><span class="p">():</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span>
+                                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span>
+                                <span class="p">(</span><span class="n">quantity</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+            <span class="k">return</span>
+
+<div class="viewcode-block" id="FFIMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+<div class="viewcode-block" id="FFIMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemsets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Regions</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">regions</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">low</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">mid</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">high</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+        <span class="n">listOfffilist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="c1"># minSup = self.minSup</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">mid</span> <span class="ow">and</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;L&quot;</span>
+            <span class="k">elif</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;M&quot;</span>
+            <span class="k">elif</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">mid</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;H&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfffilist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfffilist</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Regions</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;L&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;H&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfffilist</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_FFList</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Generates ffi from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of ffi</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<div class="viewcode-block" id="FFIMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">py</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_FFList</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px:the itemSet px</span>
+<span class="sd">        :type px:ffi-List</span>
+<span class="sd">        :param py:itemSet py</span>
+<span class="sd">        :type py:ffi-List</span>
+<span class="sd">        :return :the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype :ffi-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="n">_Element</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: ffi-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element  tid as given</span>
+<span class="sd">        :rtype: element if exit or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FFIMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FFIMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFIMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html b/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html
new file mode 100644
index 000000000..6f955d4ee
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html
@@ -0,0 +1,845 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+             
+  <h1>Source code for PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="c1"># which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="c1"># techniques to reduce the search space.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ---------------------------------------------------------</span>
+<span class="c1"># .. code-block:: python</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyGeoreferencedFrequentPattern import FFSPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 2)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             fuzzySpatialFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(fuzzySpatialFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">         item : int</span>
+<span class="sd">             the item name</span>
+<span class="sd">         sumIUtil : float</span>
+<span class="sd">             the sum of utilities of a fuzzy item in database</span>
+<span class="sd">         sumRUtil : float</span>
+<span class="sd">             the sum of resting values of a fuzzy item in database</span>
+<span class="sd">         elements : list</span>
+<span class="sd">             a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :param element: Element</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils : float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the neighbourhood resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FFSPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzySpatialFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="sd">                    which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:   Reference: P. Veena, B. S. Chithra, R. U. Kiran, S. Agarwal and K. Zettsu, &quot;Discovering Fuzzy Frequent</span>
+<span class="sd">                  Spatial Patterns in Large Quantitative Spatiotemporal databases,&quot; 2021 IEEE International Conference on Fuzzy Systems</span>
+<span class="sd">                  (FUZZ-IEEE), 2021, pp. 1-8, doi: 10.1109/FUZZ45933.2021.9494594.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        neighbors : map</span>
+<span class="sd">            keep track of neighbours of elements</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemSum : map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions : map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        joinsCnt : int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize : int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer : list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        Intersection(neighbourX,neighbourY)</span>
+<span class="sd">            Return common neighbours of 2 itemSet Neighbours</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FFSPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbours&gt; &lt;minSup&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FFSPMiner.py sampleTDB.txt output.txt sampleN.txt 3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.fuzzyGeoreferencedFrequentPattern import FFSPMiner as alg</span>
+
+<span class="sd">            obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 2)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            fuzzySpatialFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(fuzzySpatialFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">nFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all ffi-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparision Value</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                        <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                            <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                                <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FFSPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapNeighbours</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">listOfFFList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#self._minSup = self._convert(self._minSup)</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfFFList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfFFList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="k">if</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]]:</span>
+                        <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">:</span> <span class="n">List</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FFSPMiner from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FFSPMiner</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup: int</span>
+<span class="sd">        :param itemNeighbours: the set of common neighbours of prefix</span>
+<span class="sd">        :type itemNeighbours: list or set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="n">newNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">Y</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">newNeighbours</span><span class="p">:</span>
+                        <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">newNeighbours</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbourX</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">neighbourY</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get common neighbours from 2 itemSets</span>
+
+<span class="sd">        :param neighbourX: the set of neighbours of itemSet 1</span>
+<span class="sd">        :type neighbourX: set or list</span>
+<span class="sd">        :param neighbourY: the set of neighbours of itemSet 2</span>
+<span class="sd">        :type neighbourY: set or list</span>
+<span class="sd">        :return: set of common neighbours of 2 itemSets</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">neighbourX</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">neighbourY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">result</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighbourY</span><span class="p">:</span>
+                <span class="n">result</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span>
+
+<div class="viewcode-block" id="FFSPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">py</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_FFList</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px: the itemSet px</span>
+<span class="sd">        :type px: FFI-List</span>
+<span class="sd">        :param py: itemSet py</span>
+<span class="sd">        :type py: FFI-List</span>
+<span class="sd">        :return: the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype: FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Element</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: FFI-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FFSPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Frequent  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFSPMiner</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;nei.txt&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html b/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html
new file mode 100644
index 000000000..f6d42f45a
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+++ b/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old</li>
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+             
+  <h1>Source code for PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#     .. code-block:: python</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyGeoreferencedFrequentPattern import FFSPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 2)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             fuzzySpatialFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(fuzzySpatialFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            the item name</span>
+<span class="sd">        sumIUtil: float</span>
+<span class="sd">            the sum of utilities of a fuzzy item in database</span>
+<span class="sd">        sumRUtil: float</span>
+<span class="sd">            the sum of resting values of a fuzzy item in database</span>
+<span class="sd">        elements: list</span>
+<span class="sd">            a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements            </span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils : float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the neighbourhood resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Regions</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class calculate the regions</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        low : int</span>
+<span class="sd">            low region value</span>
+<span class="sd">        middle : int</span>
+<span class="sd">            middle region value</span>
+<span class="sd">        high : int</span>
+<span class="sd">            high region values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">,</span> <span class="n">regionsNumber</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="n">regionsNumber</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>  <span class="c1"># if we have 3 regions</span>
+            <span class="k">if</span> <span class="mi">0</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">6</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">6</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">6</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">11</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">11</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">6</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">1</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FFSPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzySpatialFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="sd">                    which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+
+<span class="sd">    Reference:   Reference: P. Veena, B. S. Chithra, R. U. Kiran, S. Agarwal and K. Zettsu, &quot;Discovering Fuzzy Frequent</span>
+<span class="sd">                 Spatial Patterns in Large Quantitative Spatiotemporal databases,&quot; 2021 IEEE International Conference on Fuzzy Systems</span>
+<span class="sd">                 (FUZZ-IEEE), 2021, pp. 1-8, doi: 10.1109/FUZZ45933.2021.9494594.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        neighbors : map</span>
+<span class="sd">            keep track of neighbours of elements</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsLowSum : map</span>
+<span class="sd">            To keep track of low region values of items</span>
+<span class="sd">        mapItemsMidSum : map</span>
+<span class="sd">            To keep track of middle region values of items</span>
+<span class="sd">        mapItemsHighSum : map</span>
+<span class="sd">            To keep track of high region values of items</span>
+<span class="sd">        mapItemSum : map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions : map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        joinsCnt : int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize : int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer : list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function            </span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        Intersection(neighbourX,neighbourY)</span>
+<span class="sd">            Return common neighbours of 2 itemSet Neighbours</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+<span class="sd">    </span>
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FFSPMiner_old.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbours&gt; &lt;minSup&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FFSPMiner_old.py sampleTDB.txt output.txt sampleN.txt 3</span>
+
+<span class="sd">      (.venv) $ python3  FFSPMiner_old.py sampleTDB.txt output.txt sampleN.txt 0.3</span>
+
+<span class="sd">      (.venv) $ python3  FFSPMiner_old.py sampleTDB.txt output.txt sampleN.txt 3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">        </span>
+<span class="sd">            from PAMI.fuzzyGeoreferencedFrequentPattern import FFSPMiner as alg</span>
+
+<span class="sd">            obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 2)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            fuzzySpatialFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(fuzzySpatialFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                        <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                            <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                                <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FFSPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapNeighbours</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">low</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">mid</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">high</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+        <span class="n">listOfFFList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">mid</span> <span class="ow">and</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;L&quot;</span>
+            <span class="k">elif</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;M&quot;</span>
+            <span class="k">elif</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">mid</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;H&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfFFList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfFFList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;L&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;H&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="k">if</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]:</span>
+                        <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FFSPMiner from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FFSPMiner</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup: int</span>
+<span class="sd">        :param itemNeighbours: the set of common neighbours of prefix</span>
+<span class="sd">        :type itemNeighbours: list or set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="n">newNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">),</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">Y</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">newNeighbours</span><span class="p">:</span>
+                        <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">newNeighbours</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbourX</span><span class="p">,</span> <span class="n">neighbourY</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get common neighbours from 2 itemSets</span>
+
+<span class="sd">        :param neighbourX: the set of neighbours of itemSet 1</span>
+<span class="sd">        :type neighbourX: set or list</span>
+<span class="sd">        :param neighbourY: the set of neighbours of itemSet 2</span>
+<span class="sd">        :type neighbourY: set or list</span>
+<span class="sd">        :return: set of common neighbours of 2 itemSets</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">neighbourX</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">neighbourY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">result</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighbourY</span><span class="p">:</span>
+                <span class="n">result</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span>
+
+<div class="viewcode-block" id="FFSPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">,</span> <span class="n">py</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px: the itemSet px</span>
+<span class="sd">        :type px: FFI-List</span>
+<span class="sd">        :param py: itemSet py</span>
+<span class="sd">        :type py: FFI-List</span>
+<span class="sd">        :return: the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype: FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: FFI-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FFSPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FFSPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FFSPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Frequent  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html b/sphinx/_build/html/_modules/PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html
new file mode 100644
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+      <li class="breadcrumb-item active">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner</li>
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+             
+  <h1>Source code for PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="c1"># which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="c1"># techniques to reduce the search space.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyGeoreferencedPeriodicFrequentPattern import FGPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 3, 4)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(obj.getPatterns()))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, obj.getMemoryUSS())</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, obj.getMemoryRSS())</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, obj.getRuntime())</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract</span> <span class="k">as</span> <span class="nn">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">         item : int</span>
+<span class="sd">             the item name</span>
+<span class="sd">         sumIUtil : float</span>
+<span class="sd">             the sum of utilities of a fuzzy item in database</span>
+<span class="sd">         sumRUtil : float</span>
+<span class="sd">             the sum of resting values of a fuzzy item in database</span>
+<span class="sd">         elements : list</span>
+<span class="sd">             a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList object</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils : float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the neighbourhood resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FGPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzySpatialFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="sd">                    which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+<span class="sd">         </span>
+<span class="sd">    :Reference:</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  FuzFile: str :</span>
+<span class="sd">                   The user can specify fuzFile.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    </span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        neighbors : map</span>
+<span class="sd">            keep track of neighbours of elements</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemSum : map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        joinsCnt : int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize : int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        Intersection(neighbourX,neighbourY)</span>
+<span class="sd">            Return common neighbours of 2 itemSet Neighbours</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    --------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FGPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbours&gt; &lt;minSup&gt; &lt;maxPer&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FGPFPMiner.py sampleTDB.txt output.txt sampleN.txt 3 4</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">        from PAMI.fuzzyGeoreferencedPeriodicFrequentPattern import FGPFPMiner as alg</span>
+<span class="sd">        </span>
+<span class="sd">        obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 3, 4)</span>
+<span class="sd">        </span>
+<span class="sd">        obj.mine()</span>
+<span class="sd">        </span>
+<span class="sd">        print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(obj.getPatterns()))</span>
+<span class="sd">        </span>
+<span class="sd">        obj.save(&quot;outputFile&quot;)</span>
+<span class="sd">        </span>
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, obj.getMemoryUSS())</span>
+<span class="sd">        </span>
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, obj.getMemoryRSS())</span>
+<span class="sd">        </span>
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, obj.getRuntime())</span>
+<span class="sd">    </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra and Kundai Kwangwari under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_FuzFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_transactionsDB</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_ts</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparison Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to map items to their Neighbours</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                        <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                            <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                                <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FGPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">recent_occur</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">fuzzyValues_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+<span class="w">            </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            The section below is for:</span>
+<span class="sd">            1.Finding the support of each item&#39;s region in the entire database</span>
+<span class="sd">            2.Finding the periodic patterns of the data</span>
+<span class="sd">            3.Trimming off the patterns whose support is less than minSupport</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ts</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">]</span>
+                    <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="n">fuzzyValues_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">fuzzy_ref</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuzzy_ref</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+        <span class="k">del</span> <span class="n">recent_occur</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Using Maximum Scalar Cardinality Value strategy to narrow down search space and generate candidate fuzzy periodic-frequent items. </span>
+<span class="sd">        Step1. Identify the regional representative (region with max support). This is the representative that will be tested to see if its greater than given minSup</span>
+<span class="sd">        Step2. prune out all items whose regional support is less than the given minSup</span>
+<span class="sd">        Step3. At the end, sort the list of stored Candidate Frequent-Periodic Patterns in ascending order</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">listOfFFList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">region_label</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="c1">#self._minSup = self._convert(self._minSup)</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]):</span>
+                    <span class="n">fuList</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">True</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfFFList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span>
+        <span class="n">listOfFFList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">j</span><span class="p">])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
+            <span class="n">fuzzy_list</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">j</span><span class="p">]))</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="n">fuzzy_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">fuzzy_ref</span>
+                <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="n">qaunt</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">qaunt</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">qaunt</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
+                <span class="c1"># print(temp, self._mapItemNeighbours[pair.item[0]], qaunt)</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="nb">float</span><span class="p">(</span><span class="n">qaunt</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="k">del</span> <span class="n">temp</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="n">FFListObject</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                <span class="n">FFListObject</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="k">del</span> <span class="n">qaunt</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FFSPMiner from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FFSPMiner</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup:int</span>
+<span class="sd">        :param itemNeighbours: the set of common neighbours of prefix</span>
+<span class="sd">        :type itemNeighbours: list or set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">_FFListObject1</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="n">newNeighbourList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">_FFListObject1</span><span class="o">.</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">_FFListObject2</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">_FFListObject2</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">newNeighbourList</span><span class="p">:</span>
+                        <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject2</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">newNeighbourList</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbourX</span><span class="p">,</span> <span class="n">neighbourY</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get common neighbours from 2 itemSets</span>
+
+<span class="sd">        :param neighbourX: the set of neighbours of itemSet 1</span>
+<span class="sd">        :type neighbourX: set or list</span>
+<span class="sd">        :param neighbourY: the set of neighbours of itemSet 2</span>
+<span class="sd">        :type neighbourY: set or list</span>
+<span class="sd">        :return : set of common neighbours of 2 itemSets</span>
+<span class="sd">        :rtype :set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">neighbourX</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">neighbourY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">result</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighbourY</span><span class="p">:</span>
+                <span class="n">result</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span>
+
+<div class="viewcode-block" id="FGPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param _FFListObject1:the itemSet px</span>
+<span class="sd">        :type _FFListObject1:FFI-List</span>
+<span class="sd">        :param _FFListObject2:itemSet py</span>
+<span class="sd">        :type _FFListObject2:FFI-List</span>
+<span class="sd">        :return :the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype :FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">recent_occur</span><span class="p">,</span> <span class="n">first_occur</span><span class="p">,</span> <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+        <span class="n">periodlist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">_newFFListObject</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">_FFListObject2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">Ob1Element</span> <span class="ow">in</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">Ob2Element</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">_FFListObject2</span><span class="p">,</span> <span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">Ob2Element</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodlist</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">periodlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">first_occur</span> <span class="o">-</span> <span class="n">tid</span><span class="p">))</span>
+                <span class="n">recent_occur</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">periodlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tid</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">)</span>
+                <span class="n">recent_occur</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="n">newElement</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">Ob1Element</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">Ob2Element</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span>
+                                  <span class="n">Ob2Element</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">newElement</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">periodlist</span> <span class="ow">and</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="nb">max</span><span class="p">(</span><span class="n">periodlist</span><span class="p">):</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="n">_newFFListObject</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList:fuzzyList</span>
+<span class="sd">        :type uList:FFI-List</span>
+<span class="sd">        :param tid:transaction id</span>
+<span class="sd">        :type tid:int</span>
+<span class="sd">        :return:element tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">item</span> <span class="o">=</span> <span class="n">_FFListObject</span><span class="o">.</span><span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+        <span class="k">if</span> <span class="n">_FFListObject</span><span class="o">.</span><span class="n">isPeriodic</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FGPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">keylist</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">keylist</span><span class="p">:</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the result</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span>
+                             <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Periodic Frequent  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputfile.txt&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">FGPFPMiner</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">,</span><span class="s1">&#39;nei.txt&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+</pre></div>
+
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+      <li class="breadcrumb-item active">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old</li>
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+             
+  <h1>Source code for PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old</h1><div class="highlight"><pre>
+<span></span><span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyGeoreferencedPeriodicFrequentPattern import FGPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 3, 4)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(obj.getPatterns()))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outputFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, obj.getMemoryUSS())</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, obj.getMemoryRSS())</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, obj.getRuntime())</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="kn">import</span> <span class="nn">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract</span> <span class="k">as</span> <span class="nn">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">         item : int</span>
+<span class="sd">             the item name</span>
+<span class="sd">         sumIUtil : float</span>
+<span class="sd">             the sum of utilities of a fuzzy item in database</span>
+<span class="sd">         sumRUtil : float</span>
+<span class="sd">             the sum of resting values of a fuzzy item in database</span>
+<span class="sd">         elements : list</span>
+<span class="sd">             a list of elements contain tid,Utility and resting values of element in each transaction</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :param element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList object</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils : float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the neighbourhood resting value of a fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FGPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzySpatialFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Frequent Spatial Pattern-Miner is desired to find all Spatially frequent fuzzy patterns</span>
+<span class="sd">                    which is on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  FuzFile: str :</span>
+<span class="sd">                   The user can specify fuzFile.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        neighbors : map</span>
+<span class="sd">            keep track of neighbours of elements</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemSum : map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions : map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        joinsCnt : int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize : int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        Intersection(neighbourX,neighbourY)</span>
+<span class="sd">            Return common neighbours of 2 itemSet Neighbours</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FGPFPMiner_old.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbours&gt; &lt;minSup&gt; &lt;maxPer&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FGPFPMiner_old.py sampleTDB.txt output.txt sampleN.txt 3 4</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">        from PAMI.fuzzyGeoreferencedPeriodicFrequentPattern import FGPFPMiner as alg</span>
+
+<span class="sd">        obj = alg.FFSPMiner(&quot;input.txt&quot;, &quot;neighbours.txt&quot;, 3, 4)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        print(&quot;Total number of fuzzy frequent spatial patterns:&quot;, len(obj.getPatterns()))</span>
+
+<span class="sd">        obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, obj.getMemoryUSS())</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, obj.getMemoryRSS())</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, obj.getRuntime())</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra and Kundai Kwangwari under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_FuzFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_transactionsDB</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">FuzFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">FuzFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalClosedPeriodicPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_regionsNumber</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparison Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_fuzzyMembershipFunc</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_FuzFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
+                    <span class="n">lowerBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">upperBound</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">lb_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">ub_Label</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">int</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">lb_Label</span><span class="p">,</span> <span class="n">ub_Label</span><span class="p">])</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">lb_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">lb_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">if</span> <span class="n">ub_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="n">ub_Label</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]</span> <span class="o">=</span> <span class="n">count</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+            <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to map items to their Neighbours</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                        <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                            <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">neigh1</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                                <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_Regions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        param quantity:</span>
+<span class="sd">        type quantity:</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_list</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">elif</span> <span class="n">quantity</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">base</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">islower</span><span class="p">():</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span>
+                                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_list</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_LabelKey</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">capitalize</span><span class="p">()]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span>
+                                <span class="p">(</span><span class="n">quantity</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsCal</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="n">base</span><span class="p">)</span>
+        <span class="k">return</span>
+
+<div class="viewcode-block" id="FGPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyMembershipFunc</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">recent_occur</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">fuzzyValues_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+<span class="w">            </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            This section below is for:</span>
+<span class="sd">            1.Finding the support of each item&#39;s region in the entire database</span>
+<span class="sd">            2.Finding the periodic patterns of the data</span>
+<span class="sd">            3.Trimming off the patterns whose support is less than minSupport</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span><span class="p">]</span>
+                    <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="n">fuzzyValues_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">fuzzy_ref</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">fuzzy_ref</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_list</span>
+
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">sum</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">],</span>
+                                                                       <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">])]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">]</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+        <span class="k">del</span> <span class="n">recent_occur</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Using Maximum Scalar Cardinality Value strategy to narrow down search space and generate candidate fuzzy periodic-frequent items. </span>
+<span class="sd">        Step1. Identify the regional representative (region with max support). This is the representative that will be tested to see if its greater than given minSup</span>
+<span class="sd">        Step2. prune out all items whose regional support is less than the given minSup</span>
+<span class="sd">        Step3. At the end, sort the list of stored Candidate Frequent-Periodic Patterns in ascending order</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">listOfFFList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">region_label</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">region_label</span><span class="p">:</span>
+                <span class="n">region_label</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_RegionsLabel</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">region_label</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">])]</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">item</span><span class="p">]):</span>
+                    <span class="n">fuList</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">True</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfFFList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSupData</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span>
+        <span class="n">listOfFFList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">)):</span>
+            <span class="n">item_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">j</span><span class="p">])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">item_list</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">fuzzy_ref</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValuesDB</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactionsDB</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)])</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyRegionReferenceMap</span><span class="p">[</span><span class="n">fuzzy_ref</span><span class="p">][</span>
+                    <span class="n">region_label</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">])]</span>
+                <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="n">qaunt</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">qaunt</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">qaunt</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="nb">float</span><span class="p">(</span><span class="n">qaunt</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="k">del</span> <span class="n">temp</span>
+                <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="n">FFListObject</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+                <span class="n">FFListObject</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="k">del</span> <span class="n">qaunt</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">itemNeighbours</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FFSPMiner from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FFSPMiner</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup: int</span>
+<span class="sd">        :param itemNeighbours: the set of common neighbours of prefix</span>
+<span class="sd">        :type itemNeighbours: list or set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">_FFListObject1</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+            <span class="n">newNeighbourList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemNeighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">_FFListObject1</span><span class="o">.</span><span class="n">item</span><span class="p">),</span> <span class="n">itemNeighbours</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">_FFListObject2</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">_FFListObject2</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">newNeighbourList</span><span class="p">:</span>
+                        <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject2</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">newNeighbourList</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_Intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbourX</span><span class="p">,</span> <span class="n">neighbourY</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get common neighbours from 2 itemSets</span>
+
+<span class="sd">        :param neighbourX: the set of neighbours of itemSet 1</span>
+<span class="sd">        :type neighbourX: set or list</span>
+<span class="sd">        :param neighbourY: the set of neighbours of itemSet 2</span>
+<span class="sd">        :type neighbourY: set or list</span>
+<span class="sd">        :return: set of common neighbours of 2 itemSets</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">result</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">neighbourX</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">neighbourY</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">result</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighbourY</span><span class="p">:</span>
+                <span class="n">result</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighbourX</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">result</span>
+
+<div class="viewcode-block" id="FGPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">_FFListObject1</span><span class="p">,</span> <span class="n">_FFListObject2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param _FFListObject1: the itemSet px</span>
+<span class="sd">        :type _FFListObject1: FFI-List</span>
+<span class="sd">        :param _FFListObject2: itemSet py</span>
+<span class="sd">        :type _FFListObject2: FFI-List</span>
+<span class="sd">        :return: the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype: FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">recent_occur</span><span class="p">,</span> <span class="n">first_occur</span><span class="p">,</span> <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+        <span class="n">periodlist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">_newFFListObject</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">_FFListObject2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">Ob1Element</span> <span class="ow">in</span> <span class="n">_FFListObject1</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">Ob2Element</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">_FFListObject2</span><span class="p">,</span> <span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">Ob2Element</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodlist</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">periodlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">first_occur</span> <span class="o">-</span> <span class="n">tid</span><span class="p">))</span>
+                <span class="n">recent_occur</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">periodlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tid</span> <span class="o">-</span> <span class="n">recent_occur</span><span class="p">)</span>
+                <span class="n">recent_occur</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="n">newElement</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">Ob1Element</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">Ob1Element</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">Ob2Element</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span>
+                                  <span class="n">Ob2Element</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">newElement</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">periodlist</span> <span class="ow">and</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="nb">max</span><span class="p">(</span><span class="n">periodlist</span><span class="p">):</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">_newFFListObject</span><span class="o">.</span><span class="n">isPeriodic</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="n">_newFFListObject</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: FFI-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">_FFListObject</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param _FFListObject: the last item</span>
+<span class="sd">        :type _FFListObject: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">item</span> <span class="o">=</span> <span class="n">_FFListObject</span><span class="o">.</span><span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+        <span class="k">if</span> <span class="n">_FFListObject</span><span class="o">.</span><span class="n">isPeriodic</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="FGPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">keylist</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">keylist</span><span class="p">:</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.getPatternsAsDataframe">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataframe">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataframe</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :return: returning periodic frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPeriodicPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.generateLatexCode">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateLatexCode">[docs]</a>
+    <span class="k">def</span> <span class="nf">generateLatexCode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">result</span><span class="p">):</span>
+
+        <span class="n">titles</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="n">titles</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s2">&quot;minsup&quot;</span><span class="p">)</span>
+        <span class="n">titles</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s2">&quot;algorithm&quot;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">titles</span><span class="p">)):</span>
+            <span class="n">legendary</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">result</span><span class="p">[[</span><span class="s1">&#39;algorithm&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>
+            <span class="n">color</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="s1">&#39;green&#39;</span><span class="p">,</span> <span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="s1">&#39;yellow&#39;</span><span class="p">]</span>
+            <span class="n">xaxis</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;minsup&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">yaxis</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">algo</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;algorithm&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">x_label</span> <span class="o">=</span> <span class="s2">&quot;minsup&quot;</span>
+            <span class="n">filename</span> <span class="o">=</span> <span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">latexwriter</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span> <span class="o">+</span> <span class="s2">&quot;Latexfile.tex&quot;</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\\</span><span class="s2">begin</span><span class="si">{axis}</span><span class="s2">[</span><span class="se">\n\t</span><span class="s2">xlabel={</span><span class="se">\\</span><span class="s2">Huge{&quot;</span> <span class="o">+</span> <span class="n">x_label</span> <span class="o">+</span> <span class="s2">&quot;}},&quot;</span><span class="p">)</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\t</span><span class="s2">ylabel={</span><span class="se">\\</span><span class="s2">Huge{&quot;</span> <span class="o">+</span> <span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;}},&quot;</span><span class="p">)</span>
+            <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\t</span><span class="s2">xmin=&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">xaxis</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;, xmax=&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">xaxis</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span><span class="p">)</span>
+
+            <span class="k">for</span> <span class="n">num</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">legendary</span><span class="p">)):</span>
+                <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\\</span><span class="s2">addplot+  [&quot;</span> <span class="o">+</span> <span class="n">color</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;]</span><span class="se">\n\t</span><span class="s2">coordinates {</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">num2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">xaxis</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="p">(</span><span class="n">legendary</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">==</span> <span class="n">algo</span><span class="p">[</span><span class="n">num2</span><span class="p">]):</span>
+                        <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;(&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">xaxis</span><span class="p">[</span><span class="n">num2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">yaxis</span><span class="p">[</span><span class="n">num2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;)</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">};   </span><span class="se">\\</span><span class="s2">addlegendentry{&quot;</span> <span class="o">+</span> <span class="n">legendary</span><span class="p">[</span><span class="n">num</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="p">(</span><span class="n">num</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">legendary</span><span class="p">)):</span>
+                    <span class="n">latexwriter</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\\</span><span class="s2">end</span><span class="si">{axis}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Latex file generated successfully&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FGPFPMiner.generateGraphs">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">generateGraphs</span><span class="p">(</span><span class="n">result</span><span class="p">):</span>
+
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;minsup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;patterns&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;algorithm&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Patterns)&#39;</span><span class="p">,</span> <span class="n">markers</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;minsup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;runtime&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;algorithm&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Runtime)&#39;</span><span class="p">,</span> <span class="n">markers</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;minsup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;memoryUSS&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;algorithm&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;MemoryUSS)&#39;</span><span class="p">,</span> <span class="n">markers</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;minsup&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;memoryRSS&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;algorithm&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;MemoryRSS)&#39;</span><span class="p">,</span> <span class="n">markers</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span>
+                             <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FGPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Fuzzy Periodic Frequent  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;outputfile.txt&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner</li>
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+             
+  <h1>Source code for PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># F3PMiner algorithm discovers the fuzzy partial periodic patterns in quantitative Irregulat multiple timeseries databases.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.fuzzyPartialPeriodicPattern.basic.F3PMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.F3PMiner(iFile, minSup, sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             fuzzyPartialPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fuzzy Partial Periodic Patterns:&quot;, len(fuzzyPartialPeriodicPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyPartialPeriodicPatterns.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">     A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">         item : int</span>
+<span class="sd">             the item name</span>
+<span class="sd">         sumIUtil : float</span>
+<span class="sd">             the sum of utilities of an fuzzy item in database</span>
+<span class="sd">         sumRUtil : float</span>
+<span class="sd">             the sum of resting values of a fuzzy item in database</span>
+<span class="sd">         elements : list</span>
+<span class="sd">             a list of elements contain tid,Utility and resting values of element in each transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">iUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to print elements</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        iUtils : float</span>
+<span class="sd">            the utility of an fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the  resting value of an fuzzy item in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item and it&#39;s quantity together</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="F3PMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">F3PMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzyPartialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   F3PMiner algorithm discovers the fuzzy partial periodic patterns in quantitative Irregulat multiple timeseries databases.</span>
+<span class="sd">    </span>
+<span class="sd">    :Reference:</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : string</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : string</span>
+<span class="sd">               Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minimum support</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">               To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsGSum : map</span>
+<span class="sd">            To keep track of G region values of items</span>
+<span class="sd">        mapItemsMidSum: map</span>
+<span class="sd">            To keep track of M region values of items</span>
+<span class="sd">        mapItemsHSum: map</span>
+<span class="sd">            To keep track of H region values of items</span>
+<span class="sd">        mapItemSum: map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions: map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        joinsCnt: int</span>
+<span class="sd">            To keep track of the number of ffi-list that was constructed</span>
+<span class="sd">        BufferSize: int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        compareItems(o1, o2)</span>
+<span class="sd">            A Function that sort all ffi-list in ascending order of Support</span>
+<span class="sd">        F3PMining(prefix, prefixLen, FSFIM, minSup)</span>
+<span class="sd">            Method generate ffi from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(uList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ---------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 F3PMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;separator&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  F3PMiner.py sampleTDB.txt output.txt 6</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    --------------------------------------</span>
+
+<span class="sd">        from PAMI.fuzzyPartialPeriodicPatterns import F3PMiner as alg</span>
+
+<span class="sd">        obj = alg.F3PMiner(&quot;input.txt&quot;, 2)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        fuzzyPartialPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Fuzzy Frequent Patterns:&quot;, len(fuzzyPartialPeriodicPatterns))</span>
+
+<span class="sd">        obj.save(&quot;outputFile&quot;)</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by PALLA Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all ffi-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparison Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&lt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">o1</span><span class="o">.</span><span class="n">item</span> <span class="o">&gt;</span> <span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">times</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="c1">#print(times, items, quantities)</span>
+                            <span class="n">_time</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">times</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tempList</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_time</span><span class="p">)):</span>
+                                <span class="n">ite</span> <span class="o">=</span> <span class="s2">&quot;(&quot;</span> <span class="o">+</span> <span class="n">_time</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> <span class="o">+</span> <span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</span>
+                                <span class="n">tempList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ite</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">times</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">tempList</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="F3PMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fuzzy-Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemsets</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">times</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">listOfffilist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#self._minSup = float(self._minSup)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="c1"># print(type(self._mapItemSum[item]))</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fuList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">fuList</span>
+                <span class="n">listOfffilist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fuList</span><span class="p">)</span>
+        <span class="n">listOfffilist</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_F3PMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfffilist</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_F3PMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">FSFIM</span><span class="p">,</span> <span class="n">minSup</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates ffi from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of ffi</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param FSFIM: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type FSFIM: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumIUtil</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">FSFIM</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">FSFIM</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_F3PMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">)</span>
+
+<div class="viewcode-block" id="F3PMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">       &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">,</span> <span class="n">py</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy itemSet from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px:the itemSet px</span>
+<span class="sd">        :type px:ffi-List</span>
+<span class="sd">        :param py:itemSet py</span>
+<span class="sd">        :type py:ffi-List</span>
+<span class="sd">        :return :the itemSet of pxy(px and py)</span>
+<span class="sd">        :rtype :ffi-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">iUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">iUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param uList: fuzzyList</span>
+<span class="sd">        :type uList: ffi-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element  tid as given</span>
+<span class="sd">        :rtype: element if exit or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">uList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">sumIUtil</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumIUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumIUtil: float</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sumIUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="F3PMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="F3PMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Partial Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">F3PMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">F3PMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">printResults</span><span class="p">()</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html b/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html
new file mode 100644
index 000000000..b04ddf651
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html
@@ -0,0 +1,837 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
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+      <li class="breadcrumb-item active">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Fuzzy Periodic Frequent Pattern Miner is desired to find all fuzzy periodic frequent patterns which is</span>
+<span class="c1"># on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="c1"># techniques to reduce the search space.</span>
+<span class="c1">#</span>
+<span class="c1"># Sample run of importing the code:</span>
+<span class="c1"># ----------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj =alg.FPFPMiner(&quot;input.txt&quot;,2,3)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fuzzy Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output.txt&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            the item name</span>
+<span class="sd">        sumLUtil : float</span>
+<span class="sd">            the sum of utilities of a fuzzy item in database</span>
+<span class="sd">        sumRUtil : float</span>
+<span class="sd">            the sum of resting values of a fuzzy item in database</span>
+<span class="sd">        elements : list</span>
+<span class="sd">            list of elements contain tid,Utility and resting values of element in each transaction</span>
+<span class="sd">        maxPeriod : int</span>
+<span class="sd">            it represents the max period of a item</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">lUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span><span class="p">,</span> <span class="n">element</span><span class="o">.</span><span class="n">period</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">lUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">period</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class represents an Element of a fuzzy list</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        lUtils: float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the resting value of a fuzzy item in the transaction</span>
+<span class="sd">        period: int</span>
+<span class="sd">            represent the period of the element</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">period</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">period</span> <span class="o">=</span> <span class="n">period</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item name and quantity together.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzyPeriodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Periodic Frequent Pattern Miner is desired to find all fuzzy periodic frequent patterns which is</span>
+<span class="sd">                    on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:   R. U. Kiran et al., &quot;Discovering Fuzzy Periodic-Frequent Patterns in Quantitative Temporal Databases,&quot;</span>
+<span class="sd">                  2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, UK, 2020, pp.</span>
+<span class="sd">                  1-8, doi: 10.1109/FUZZ48607.2020.9177579.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">               Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given support</span>
+<span class="sd">        period: int</span>
+<span class="sd">            periodicity of an element</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">               To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt: int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsLowSum: map</span>
+<span class="sd">            To keep track of low region values of items</span>
+<span class="sd">        mapItemsMidSum: map</span>
+<span class="sd">            To keep track of middle region values of items</span>
+<span class="sd">        mapItemsHighSum: map</span>
+<span class="sd">            To keep track of high region values of items</span>
+<span class="sd">        mapItemSum: map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions: map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        jointCnt: int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize: int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+<span class="sd">        maxTID: int</span>
+<span class="sd">            represent the maximum tid of the database</span>
+<span class="sd">        lastTIDs: map</span>
+<span class="sd">            represent the last tid of fuzzy items</span>
+<span class="sd">        itemsToRegion: map</span>
+<span class="sd">            represent items with respective regions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value):</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(UList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FPFPMiner.py sampleTDB.txt output.txt 2 3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    --------------------------------------</span>
+
+<span class="sd">        from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</span>
+
+<span class="sd">        obj =alg.FPFPMiner(&quot;input.txt&quot;,2,3)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Fuzzy Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">        obj.save(&quot;output.txt&quot;)</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">            The complete program was written by Sai Chitra.B under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_ts</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">period</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :param o2: Second FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :return: Comparision Value</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :type value: int or float or str</span>
+
+<span class="sd">        :return: converted value</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                    <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">:]])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fuzzy periodic Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fuzzy periodic Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maxTID</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">lastTIDs</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">tid</span> <span class="o">&lt;</span> <span class="n">maxTID</span><span class="p">:</span>
+                <span class="n">maxTID</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">listOfFFIList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1"># self._minSup = self._convert(self._minSup)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fUList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">k</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">fUList</span>
+                <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fUList</span><span class="p">)</span>
+                <span class="n">lastTIDs</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="n">remainUtil</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">([</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]))</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">])]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">FFListOfItem</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">lastTIDs</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="n">tid</span><span class="p">:</span>
+                            <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="n">maxTID</span> <span class="o">-</span> <span class="n">tid</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">lastTid</span> <span class="o">=</span> <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span>
+                            <span class="n">curPer</span> <span class="o">=</span> <span class="n">tid</span> <span class="o">-</span> <span class="n">lastTid</span>
+                            <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="n">curPer</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FPFPMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFIList</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FPFPMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">fsFim</span><span class="p">):</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FPFP from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FPFP</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param fsFim: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type fsFim: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fsFim</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">fsFim</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">X</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumLUtil</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">maxPeriod</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fsFim</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">fsFim</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FPFPMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="FPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">,</span> <span class="n">py</span><span class="p">:</span> <span class="n">_FFList</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_FFList</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy item set from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px:the item set px</span>
+<span class="sd">        :type px:FFI-List</span>
+<span class="sd">        :param py:item set py</span>
+<span class="sd">        :type py:FFI-List</span>
+<span class="sd">        :return :the item set of pxy(px and py)</span>
+<span class="sd">        :rtype :FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">prev</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">lUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">lUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span> <span class="o">-</span> <span class="n">prev</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+            <span class="n">prev</span> <span class="o">=</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">UList</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Element</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param UList: fuzzy list</span>
+<span class="sd">        :type UList: FFI-List</span>
+<span class="sd">        :param tid:transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element eith tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">UList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sumLUtil</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">period</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumLUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumLUtil: float</span>
+<span class="sd">        :param period: represent the period of itemSet</span>
+<span class="sd">        :type period: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span>  <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="c1">#res1 = str(sumLUtil) + &quot; : &quot; + str(period)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">sumLUtil</span><span class="p">,</span> <span class="n">period</span><span class="p">]</span>
+
+<div class="viewcode-block" id="FPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>  <span class="c1"># to  include a user specified separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>  <span class="c1"># to consider &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPFPMiner</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html b/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html
new file mode 100644
index 000000000..73e741947
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html
@@ -0,0 +1,889 @@
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+      <li class="breadcrumb-item active">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old</li>
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+             
+  <h1>Source code for PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Sample run of importing the code:</span>
+<span class="c1"># -------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj =alg.FPFPMiner(&quot;input.txt&quot;,2,3)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fuzzy Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output.txt&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.fuzzyPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_FFList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent a Fuzzy List of an element</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            the item name</span>
+<span class="sd">        sumLUtil : float</span>
+<span class="sd">            the sum of utilities of a fuzzy item in database</span>
+<span class="sd">        sumRUtil : float</span>
+<span class="sd">            the sum of resting values of a fuzzy item in database</span>
+<span class="sd">        elements : list</span>
+<span class="sd">            list of elements contain tid,Utility and resting values of element in each transaction</span>
+<span class="sd">        maxPeriod : int</span>
+<span class="sd">            it represents the max period of a item</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this fuzzy list and update the sums at the same time.</span>
+<span class="sd">        printElement(e)</span>
+<span class="sd">            Method to print elements</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method that add a new element to FFList</span>
+
+<span class="sd">        :param element: an element to be added to FFList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">lUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">rUtils</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">maxPeriod</span><span class="p">,</span> <span class="n">element</span><span class="o">.</span><span class="n">period</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">printElement</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Print elements in the FFList</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">lUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">rUtils</span><span class="p">,</span> <span class="n">ele</span><span class="o">.</span><span class="n">period</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a fuzzy list</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        tid : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        lUtils : float</span>
+<span class="sd">            the utility of a fuzzy item in the transaction</span>
+<span class="sd">        rUtils : float</span>
+<span class="sd">            the resting value of a fuzzy item in the transaction</span>
+<span class="sd">        period : int</span>
+<span class="sd">            represent the period of the element</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">iUtil</span><span class="p">,</span> <span class="n">rUtil</span><span class="p">,</span> <span class="n">period</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">lUtils</span> <span class="o">=</span> <span class="n">iUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rUtils</span> <span class="o">=</span> <span class="n">rUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">period</span> <span class="o">=</span> <span class="n">period</span>
+
+
+<span class="k">class</span> <span class="nc">_Regions</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class calculate the regions</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        low : int</span>
+<span class="sd">            low region value</span>
+<span class="sd">        middle : int</span>
+<span class="sd">            middle region value</span>
+<span class="sd">        high : int</span>
+<span class="sd">            high region values</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">quantity</span><span class="p">,</span> <span class="n">regionsNumber</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="n">regionsNumber</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>  <span class="c1"># if we have 3 regions</span>
+            <span class="k">if</span> <span class="mi">0</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">6</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">6</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">elif</span> <span class="mi">6</span> <span class="o">&lt;</span> <span class="n">quantity</span> <span class="o">&lt;=</span> <span class="mi">11</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="mi">11</span> <span class="o">-</span> <span class="n">quantity</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="nb">float</span><span class="p">((</span><span class="n">quantity</span> <span class="o">-</span> <span class="mi">6</span><span class="p">)</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">middle</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="mi">1</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store item name and quantity together.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="FPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_fuzzyPeriodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Fuzzy Periodic Frequent Pattern Miner is desired to find all fuzzy periodic frequent patterns which is</span>
+<span class="sd">                    on-trivial and challenging problem to its huge search space.we are using efficient pruning</span>
+<span class="sd">                    techniques to reduce the search space.</span>
+
+<span class="sd">    :Reference:</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">               Name of the oFile file to store complete set of fuzzy spatial frequent patterns</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given support</span>
+<span class="sd">        period : int</span>
+<span class="sd">            periodicity of an element</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">               To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        itemsCnt : int</span>
+<span class="sd">            To record the number of fuzzy spatial itemSets generated</span>
+<span class="sd">        mapItemsLowSum : map</span>
+<span class="sd">            To keep track of low region values of items</span>
+<span class="sd">        mapItemsMidSum : map</span>
+<span class="sd">            To keep track of middle region values of items</span>
+<span class="sd">        mapItemsHighSum : map</span>
+<span class="sd">            To keep track of high region values of items</span>
+<span class="sd">        mapItemSum : map</span>
+<span class="sd">            To keep track of sum of Fuzzy Values of items</span>
+<span class="sd">        mapItemRegions : map</span>
+<span class="sd">            To Keep track of fuzzy regions of item</span>
+<span class="sd">        joinsCnt : int</span>
+<span class="sd">            To keep track of the number of FFI-list that was constructed</span>
+<span class="sd">        BufferSize : int</span>
+<span class="sd">            represent the size of Buffer</span>
+<span class="sd">        itemSetBuffer list</span>
+<span class="sd">            to keep track of items in buffer</span>
+<span class="sd">        maxTID : int</span>
+<span class="sd">            represent the maximum tid of the database</span>
+<span class="sd">        lastTIDs : map</span>
+<span class="sd">            represent the last tid of fuzzy items</span>
+<span class="sd">        itemsToRegion : map</span>
+<span class="sd">            represent items with respective regions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        FSFIMining( prefix, prefixLen, fsFim, minSup)</span>
+<span class="sd">            Method generate FFI from prefix</span>
+<span class="sd">        construct(px, py)</span>
+<span class="sd">            A function to construct Fuzzy itemSet from 2 fuzzy itemSets</span>
+<span class="sd">        findElementWithTID(UList, tid)</span>
+<span class="sd">            To find element with same tid as given</span>
+<span class="sd">        WriteOut(prefix, prefixLen, item, sumIUtil,period)</span>
+<span class="sd">            To Store the patten</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ---------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 FPFPMiner_old.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3  FPFPMiner_old.py sampleTDB.txt output.txt 2 3</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    --------------------------------------</span>
+
+<span class="sd">        from PAMI.fuzzyPeriodicFrequentPattern.basic import FPFPMiner as alg</span>
+
+<span class="sd">        obj =alg.FPFPMiner(&quot;input.txt&quot;,2,3)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Fuzzy Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">        obj.save(&quot;output.txt&quot;)</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">            The complete program was written by Sai Chitra.B under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_ts</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_BufferSize</span> <span class="o">=</span> <span class="mi">200</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+<span class="sd">        :type o1: _FFList</span>
+<span class="sd">        :param o2: Second FFI-list</span>
+<span class="sd">        :type o2: _FFList</span>
+<span class="sd">        :return: Comparison Value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int  or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;fuzzyValues&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;fuzzyValues&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                    <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="n">quantities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">quantities</span><span class="p">])</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="FPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fuzzy periodic Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fuzzy periodic Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">maxTID</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">lastTIDs</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_dbLen</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">tid</span> <span class="o">&lt;</span> <span class="n">maxTID</span><span class="p">:</span>
+                <span class="n">maxTID</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">low</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">mid</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">high</span> <span class="o">+=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+        <span class="n">listOfFFIList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">mapItemsToFFLIST</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">itemsToRegion</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">item1</span>
+            <span class="n">low</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsLowSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemMidSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">high</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemsHighSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">mid</span> <span class="ow">and</span> <span class="n">low</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">low</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;L&quot;</span>
+                <span class="n">itemsToRegion</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;L&quot;</span>
+            <span class="k">elif</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">mid</span> <span class="o">&gt;=</span> <span class="n">high</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mid</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;M&quot;</span>
+                <span class="n">itemsToRegion</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;M&quot;</span>
+            <span class="k">elif</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span> <span class="ow">and</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">mid</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;H&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">high</span>
+                <span class="n">itemsToRegion</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;H&quot;</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">fUList</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">k</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">,</span> <span class="n">itemsToRegion</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)])</span>
+                <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">fUList</span>
+                <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fUList</span><span class="p">)</span>
+                <span class="n">lastTIDs</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="n">listOfFFIList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_ts</span><span class="p">[</span><span class="n">line</span><span class="p">])</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">quantities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_fuzzyValues</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">regions</span> <span class="o">=</span> <span class="n">_Regions</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">quantities</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">3</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemSum</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;L&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">low</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">middle</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;H&quot;</span><span class="p">:</span>
+                        <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">=</span> <span class="n">regions</span><span class="o">.</span><span class="n">high</span>
+                    <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+            <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">remainUtil</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">remainUtil</span> <span class="o">+=</span> <span class="n">revisedTransaction</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">if</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span> <span class="o">&gt;</span> <span class="n">remainUtil</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainUtil</span>
+                <span class="k">if</span> <span class="n">mapItemsToFFLIST</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">([</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">itemsToRegion</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]]))</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">FFListOfItem</span> <span class="o">=</span> <span class="n">mapItemsToFFLIST</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">itemsToRegion</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]])]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">FFListOfItem</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">lastTIDs</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="n">tid</span><span class="p">:</span>
+                            <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="n">maxTID</span> <span class="o">-</span> <span class="n">tid</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">lastTid</span> <span class="o">=</span> <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span>
+                            <span class="n">curPer</span> <span class="o">=</span> <span class="n">tid</span> <span class="o">-</span> <span class="n">lastTid</span>
+                            <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">quantity</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">,</span> <span class="n">curPer</span><span class="p">)</span>
+                    <span class="n">FFListOfItem</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">listOfFFIList</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">fsFim</span><span class="p">,</span> <span class="n">minSup</span><span class="p">):</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates FPFP from prefix</span>
+
+<span class="sd">        :param prefix: the prefix patterns of FPFP</span>
+<span class="sd">        :type prefix: len</span>
+<span class="sd">        :param prefixLen: the length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param fsFim: the Fuzzy list of prefix itemSets</span>
+<span class="sd">        :type fsFim: list</span>
+<span class="sd">        :param minSup: the minimum support of</span>
+<span class="sd">        :type minSup:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fsFim</span><span class="p">)):</span>
+            <span class="n">X</span> <span class="o">=</span> <span class="n">fsFim</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumLUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span> <span class="ow">and</span> <span class="n">X</span><span class="o">.</span><span class="n">maxPeriod</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_WriteOut</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">sumLUtil</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">maxPeriod</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">sumRUtil</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">fsFim</span><span class="p">)):</span>
+                    <span class="n">Y</span> <span class="o">=</span> <span class="n">fsFim</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">exULs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_joinsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLen</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_FSFIMining</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSetBuffer</span><span class="p">,</span> <span class="n">prefixLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="p">)</span>
+
+<div class="viewcode-block" id="FPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">px</span><span class="p">,</span> <span class="n">py</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to construct a new Fuzzy item set from 2 fuzzy itemSets</span>
+
+<span class="sd">        :param px: the item set px</span>
+<span class="sd">        :type px: FFI-List</span>
+<span class="sd">        :param py: item set py</span>
+<span class="sd">        :type py: FFI-List</span>
+<span class="sd">        :return: the item set of pxy(px and py)</span>
+<span class="sd">        :rtype: FFI-List</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pxyUL</span> <span class="o">=</span> <span class="n">_FFList</span><span class="p">(</span><span class="n">py</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">prev</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">px</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_findElementWithTID</span><span class="p">(</span><span class="n">py</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">ey</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">eXY</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="nb">min</span><span class="p">([</span><span class="n">ex</span><span class="o">.</span><span class="n">lUtils</span><span class="p">,</span> <span class="n">ey</span><span class="o">.</span><span class="n">lUtils</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">ey</span><span class="o">.</span><span class="n">rUtils</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span> <span class="o">-</span> <span class="n">prev</span><span class="p">)</span>
+            <span class="n">pxyUL</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">eXY</span><span class="p">)</span>
+            <span class="n">prev</span> <span class="o">=</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span>
+        <span class="k">return</span> <span class="n">pxyUL</span>
+
+    <span class="k">def</span> <span class="nf">_findElementWithTID</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">UList</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To find element with same tid as given</span>
+
+<span class="sd">        :param UList: fuzzy list</span>
+<span class="sd">        :type UList: FFI-List</span>
+<span class="sd">        :param tid: transaction id</span>
+<span class="sd">        :type tid: int</span>
+<span class="sd">        :return: element with tid as given</span>
+<span class="sd">        :rtype: element if exist or None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">List</span> <span class="o">=</span> <span class="n">UList</span><span class="o">.</span><span class="n">elements</span>
+        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">last</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">while</span> <span class="n">first</span> <span class="o">&lt;=</span> <span class="n">last</span><span class="p">:</span>
+            <span class="n">mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">first</span> <span class="o">+</span> <span class="n">last</span><span class="p">)</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">elif</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&gt;</span> <span class="n">tid</span><span class="p">:</span>
+                <span class="n">last</span> <span class="o">=</span> <span class="n">mid</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">List</span><span class="p">[</span><span class="n">mid</span><span class="p">]</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">_WriteOut</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">sumLUtil</span><span class="p">,</span> <span class="n">period</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To Store the patten</span>
+
+<span class="sd">        :param prefix: prefix of itemSet</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen: int</span>
+<span class="sd">        :param item: the last item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param sumLUtil: sum of utility of itemSet</span>
+<span class="sd">        :type sumLUtil: float</span>
+<span class="sd">        :param period: represent the period of itemSet</span>
+<span class="sd">        :type period: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemsCnt</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;.&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapItemRegions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
+        <span class="c1">#res1 = str(sumLUtil) + &quot; : &quot; + str(period)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">sumLUtil</span><span class="p">,</span> <span class="n">period</span><span class="p">]</span>
+
+<div class="viewcode-block" id="FPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv ile</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>  <span class="c1"># to  include a user specified separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>  <span class="c1"># to consider &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">FPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Fuzzy Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html b/sphinx/_build/html/_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html
new file mode 100644
index 000000000..1423ae8c2
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html
@@ -0,0 +1,719 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <h1>Source code for PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># GPFPMiner is a Extension of ECLAT algorithm,which  stands for Equivalence Class Clustering and bottom-up</span>
+<span class="c1"># Lattice Traversal to mine the geo referenced peridoic frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.geoReferencedPeridicFrequentPattern.GPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.GPFPMiner(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 5, 3)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Geo Referenced Periodic-Frequent Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span>  <span class="nn">PAMI.geoReferencedPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="GPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">GPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_geoReferencedPeriodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   GPFPMiner is an Extension of ÉCLAT algorithm,which  stands for Equivalence Class Clustering and</span>
+<span class="sd">    bottom-up Lattice Traversal to mine the geo referenced periodic frequent patterns.</span>
+<span class="sd">        </span>
+<span class="sd">    :Reference:</span>
+
+<span class="sd">    :param  iFile: str</span>
+<span class="sd">                   Name of the Input file to mine complete set of Geo-referenced periodic frequent patterns</span>
+<span class="sd">    :param  oFile: str</span>
+<span class="sd">                   Name of the output file to store complete set of Geo-referenced periodic frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str</span>
+<span class="sd">                   Name of the input file to mine complete set of Geo-referenced periodic frequent patterns</span>
+<span class="sd">    :param  sep: str</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        nFile : str</span>
+<span class="sd">           Name of Neighbourhood file name</span>
+<span class="sd">        minSup : float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : float or int or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the complete set of transactions available in the input database/file</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">            getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">            save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">            getPatternsAsDataFrames()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">            creatingItemSets(iFileName)</span>
+<span class="sd">                Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">            frequentOneItem()</span>
+<span class="sd">                Generating one frequent patterns</span>
+<span class="sd">            convert(value)</span>
+<span class="sd">                To convert the given user specified value    </span>
+<span class="sd">            getNeighbourItems(keySet)</span>
+<span class="sd">                A function to get common neighbours of a itemSet</span>
+<span class="sd">            mapNeighbours(file)</span>
+<span class="sd">                A function to map items to their neighbours</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 GPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbourFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 GPFPMiner.py sampleTDB.txt output.txt sampleN.txt 0.5 0.3</span>
+
+<span class="sd">    .. note:: minSup &amp; maxPer will be considered in percentage of database transactions</span>
+
+
+
+<span class="sd">    **Sample run of importing the code :**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            import PAMI.geoReferencedPeridicFrequentPattern.GPFPMiner as alg</span>
+
+<span class="sd">            obj = alg.GPFPMiner(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 5, 3)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Geo Referenced Periodic-Frequent Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(&quot;outFile&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by P.RaviKumar under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="c1"># function to get frequent one pattern</span>
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">candidate</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">candidate</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span><span class="o">-</span><span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">,</span> <span class="p">[</span><span class="n">n</span><span class="p">]]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="c1">#print(self._minSup, self._maxPer)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">candidate</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :type value: int or float or str</span>
+
+<span class="sd">        :return: converted value</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_getSupportAndPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support and periodicity with list of timestamps</span>
+
+<span class="sd">        :param timeStamps: timestamps of a pattern</span>
+<span class="sd">        :type timeStamps: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list or None</span>
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+<span class="sd">        :type suffix: list</span>
+<span class="sd">        :param tidSetX: the timestamp of a patterns</span>
+<span class="sd">        :type tidSetX: list</span>
+
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">prefix</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list or None</span>
+<span class="sd">        :param itemSets: the item sets of a patterns</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: the timestamp of a patterns</span>
+<span class="sd">        :type tidSets: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">neighboursItemsI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">neighboursItemsJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighboursItemsI</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="n">ne</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">neighboursItemsI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">neighboursItemsJ</span><span class="p">))</span>
+                    <span class="n">x</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+                    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">x</span><span class="p">)]</span> <span class="o">=</span> <span class="n">ne</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_getNeighbourItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">keySet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get Neighbours of a item</span>
+
+<span class="sd">        :param keySet: itemSet</span>
+<span class="sd">        :type keySet: str or tuple</span>
+<span class="sd">        :return: set of common neighbours</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[]</span>
+            <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">))))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+            <span class="n">keySet</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">keySet</span><span class="p">)):</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">keySet</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">))))</span>
+        <span class="k">return</span> <span class="n">itemNeighbours</span>
+
+<div class="viewcode-block" id="GPFPMiner.mapNeighbours">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mapNeighbours">[docs]</a>
+    <span class="k">def</span> <span class="nf">mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to map items to their Neighbours</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># global items_sets, endTime, startTime</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">neighboursItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighboursItems</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Spatial Periodic Frequent patterns were generated successfully using SpatialEclat algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Period&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="GPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+    
+<div class="viewcode-block" id="GPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">GPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">GPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html b/sphinx/_build/html/_modules/PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT</li>
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+             
+  <h1>Source code for PAMI.georeferencedFrequentPattern.basic.SpatialECLAT</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  SpatialEclat is an Extension of ECLAT algorithm,which  stands for Equivalence Class Clustering and bottom-up</span>
+<span class="c1">#  Lattice Traversal.It is one of the popular methods of Association Rule mining. It is a more efficient and</span>
+<span class="c1">#  scalable version of the Apriori algorithm.</span>
+<span class="c1">#</span>
+<span class="c1">#  **Importing this algorithm into a python program**</span>
+<span class="c1">#  ---------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.georeferencedFrequentPattern.basic import SpatialECLAT as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.SpatialECLAT(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 5)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             spatialFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Spatial Frequent Patterns:&quot;, len(spatialFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.georeferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="SpatialECLAT">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT">[docs]</a>
+<span class="k">class</span> <span class="nc">SpatialECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_spatialFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Spatial Eclat is a Extension of ECLAT algorithm,which  stands for Equivalence Class Clustering and bottom-up</span>
+<span class="sd">                    Lattice Traversal.It is one of the popular methods of Association Rule mining. It is a more efficient and</span>
+<span class="sd">                    scalable version of the Apriori algorithm.</span>
+
+<span class="sd">    :Reference:   Rage, Uday &amp; Fournier Viger, Philippe &amp; Zettsu, Koji &amp; Toyoda, Masashi &amp; Kitsuregawa, Masaru. (2020).</span>
+<span class="sd">                  Discovering Frequent Spatial Patterns in Very Large Spatiotemporal Databases.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Geo-referenced frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Geo-referenced frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of Geo-referenced frequent patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        nFile : str</span>
+<span class="sd">            Name of Neighbourhood file name</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the complete set of transactions available in the input database/file</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(iFileName)</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Generating one frequent patterns</span>
+<span class="sd">        dictKeysToInt(iList)</span>
+<span class="sd">            Converting dictionary keys to integer elements</span>
+<span class="sd">        eclatGeneration(cList)</span>
+<span class="sd">            It will generate the combinations of frequent items</span>
+<span class="sd">        generateSpatialFrequentPatterns(tidList)</span>
+<span class="sd">            It will generate the combinations of frequent items from a list of items</span>
+<span class="sd">        convert(value)</span>
+<span class="sd">            To convert the given user specified value    </span>
+<span class="sd">        getNeighbourItems(keySet)</span>
+<span class="sd">            A function to get common neighbours of a itemSet</span>
+<span class="sd">        mapNeighbours(file)</span>
+<span class="sd">            A function to map items to their neighbours</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 SpatialECLAT.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbourFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 SpatialECLAT.py sampleTDB.txt output.txt sampleN.txt 0.5</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+
+<span class="sd">    **Sample run of importing the code :**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">        from PAMI.georeferencedFrequentPattern.basic import SpatialECLAT as alg</span>
+<span class="sd">        </span>
+<span class="sd">        obj = alg.SpatialECLAT(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 5)</span>
+
+<span class="sd">        obj.mine()</span>
+
+<span class="sd">        spatialFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Spatial Frequent Patterns:&quot;, len(spatialFrequentPatterns))</span>
+
+<span class="sd">        obj.save(&quot;outFile&quot;)</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+<span class="sd">        The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="c1"># function to get frequent one pattern</span>
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">candidate</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">])):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">candidate</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">candidate</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span> <span class="o">+=</span> <span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">keys</span><span class="p">:</span> <span class="n">value</span> <span class="k">for</span> <span class="n">keys</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">candidate</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_dictKeysToInt</span><span class="p">(</span><span class="n">iList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Converting dictionary keys to integer elements</span>
+
+<span class="sd">        :param iList: Dictionary with patterns as keys and their support count as a value</span>
+<span class="sd">        :type iList: dict</span>
+<span class="sd">        :returns: list of integer patterns to represent dictionary keys</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">ite</span> <span class="ow">in</span> <span class="n">iList</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">ite</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">ite</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;[]&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)]</span>
+            <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ite</span><span class="p">)</span>
+            <span class="c1"># print(sorted(temp))</span>
+        <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_eclatGeneration</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;It will generate the combinations of frequent items</span>
+
+<span class="sd">        :param cList :it represents the items with their respective transaction identifiers</span>
+<span class="sd">        :type cList: dictionary</span>
+<span class="sd">        :return: returning transaction dictionary</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># to generate all</span>
+        <span class="n">tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">key</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">cList</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">key</span><span class="p">)):</span>
+            <span class="n">NeighboursItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">key</span><span class="p">)):</span>
+                <span class="c1"># print(c[key[i]],c[key[j]])</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">in</span> <span class="n">NeighboursItems</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">intersectionList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">cList</span><span class="p">[</span><span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">cList</span><span class="p">[</span><span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]])))</span>
+                <span class="n">itemList</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">itemList</span> <span class="o">+=</span> <span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">itemList</span> <span class="o">+=</span> <span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">intersectionList</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="n">itemList</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                    <span class="k">if</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">itemList</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">tidList</span><span class="p">:</span>
+                        <span class="n">tidList</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemList</span><span class="p">))]</span> <span class="o">=</span> <span class="n">intersectionList</span>
+        <span class="k">return</span> <span class="n">tidList</span>
+
+    <span class="k">def</span> <span class="nf">_generateSpatialFrequentPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tidList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It will generate the combinations of frequent items from a list of items</span>
+
+<span class="sd">        :param tidList: it represents the items with their respective transaction identifiers</span>
+<span class="sd">        :type tidList: dictionary</span>
+<span class="sd">        :return: returning transaction dictionary</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidList1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidList</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;There are no more candidate sets&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">tidList</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">key</span><span class="p">)):</span>
+                <span class="n">NeighboursItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">key</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="ow">not</span> <span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">in</span> <span class="n">NeighboursItems</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">intersectionList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidList</span><span class="p">[</span><span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidList</span><span class="p">[</span><span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]])))</span>
+                    <span class="n">itemList</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">intersectionList</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">itemList</span> <span class="o">+=</span> <span class="n">key</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">key</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                        <span class="n">itemList</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                        <span class="n">tidList1</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">itemList</span><span class="p">)]</span> <span class="o">=</span> <span class="n">intersectionList</span>
+
+        <span class="k">return</span> <span class="n">tidList1</span>
+
+    <span class="k">def</span> <span class="nf">_getNeighbourItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">keySet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get Neighbours of a item</span>
+
+<span class="sd">        :param keySet: itemSet</span>
+<span class="sd">        :type keySet: str or tuple</span>
+<span class="sd">        :return: set of common neighbours</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[]</span>
+            <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">))))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+            <span class="n">keySet</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span>
+            <span class="c1"># print(keySet)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">keySet</span><span class="p">)):</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">keySet</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">))))</span>
+        <span class="k">return</span> <span class="n">itemNeighbours</span>
+
+    <span class="k">def</span> <span class="nf">_mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to map items to their Neighbours</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;item&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="SpatialECLAT.startMine">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.mine">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># global items_sets, endTime, startTime</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="n">frequentSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generateSpatialFrequentPatterns</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">frequentSet</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="k">while</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">frequentSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eclatGeneration</span><span class="p">(</span><span class="n">frequentSet</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">frequentSet</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentSet</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Spatial Frequent patterns were generated successfully using SpatialECLAT algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> <span class="o">==</span> <span class="nb">str</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">a</span>
+            <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> <span class="o">==</span> <span class="nb">list</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                    <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">a</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">(),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.save">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="nb">str</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">x</span> 
+            <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="nb">list</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">x</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SpatialECLAT.printResults">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SpatialECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SpatialECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+      <li class="breadcrumb-item active">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat</li>
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+             
+  <h1>Source code for PAMI.georeferencedPartialPeriodicPattern.basic.STEclat</h1><div class="highlight"><pre>
+<span></span><span class="c1"># STEclat is one of the fundamental algorithm to discover geo refereneced partial periodic-frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.georeferencedPartialPeriodicPattern.STEclat as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.STEclat(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 3, 4)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             partialPeriodicSpatialPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Spatial Frequent Patterns:&quot;, len(partialPeriodicSpatialPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;outFile&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.georeferencedPartialPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="STEclat">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat">[docs]</a>
+<span class="k">class</span> <span class="nc">STEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_partialPeriodicSpatialPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   STEclat is one of the fundamental algorithm to discover georefereneced partial periodic-frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   R. Uday Kiran, C. Saideep, K. Zettsu, M. Toyoda, M. Kitsuregawa and P. Krishna Reddy,</span>
+<span class="sd">                 &quot;Discovering Partial Periodic Spatial Patterns in Spatiotemporal Databases,&quot; 2019 IEEE International</span>
+<span class="sd">                  Conference on Big Data (Big Data), 2019, pp. 233-238, doi: 10.1109/BigData47090.2019.9005693.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Geo-referenced Partial Periodic patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Geo-referenced Partial Periodic patterns</span>
+<span class="sd">    :param  minPS: int or float or str :</span>
+<span class="sd">                   The user can specify minPS either in count or proportion of database size. If the program detects the data type of minPS is integer, then it treats minPS is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxIAT: int or float or str :</span>
+<span class="sd">                   The user can specify maxIAT either in count or proportion of database size. If the program detects the data type of maxIAT is integer, then it treats maxIAT is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of Geo-referenced Partial Periodic patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        nFile : str</span>
+<span class="sd">           Name of Neighbourhood file name</span>
+<span class="sd">        maxIAT : float or int or str</span>
+<span class="sd">            The user can specify maxIAT either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxIAT is integer, then it treats maxIAT is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxIAT=10 will be treated as integer, while maxIAT=10.0 will be treated as float</span>
+<span class="sd">        minPS : float or int or str</span>
+<span class="sd">            The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the complete set of transactions available in the input database/file</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrames()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(iFileName)</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Generating one frequent patterns</span>
+<span class="sd">        convert(value):</span>
+<span class="sd">            To convert the given user specified value</span>
+<span class="sd">        getNeighbourItems(keySet)</span>
+<span class="sd">            A function to get common neighbours of a itemSet</span>
+<span class="sd">        mapNeighbours(file)</span>
+<span class="sd">            A function to map items to their neighbours</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 STEclat.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;neighbourFile&gt;  &lt;minPS&gt;  &lt;maxIAT&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 STEclat.py sampleTDB.txt output.txt sampleN.txt 0.2 0.5</span>
+
+<span class="sd">    .. note:: maxIAT &amp; minPS will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code :**</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            import PAMI.georeferencedPartialPeriodicPattern.STEclat as alg</span>
+
+<span class="sd">            obj = alg.STEclat(&quot;sampleTDB.txt&quot;, &quot;sampleN.txt&quot;, 3, 4)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            partialPeriodicSpatialPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Periodic Spatial Frequent Patterns:&quot;, len(partialPeriodicSpatialPatterns))</span>
+
+<span class="sd">            obj.save(&quot;outFile&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by P. Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_maxIAT</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minPS</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minPS</span><span class="p">,</span> <span class="n">maxIAT</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minPS</span><span class="p">,</span> <span class="n">maxIAT</span><span class="p">,</span>  <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="c1"># function to get frequent one pattern</span>
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxIAT</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxIAT</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lp</span> <span class="o">=</span> <span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">lp</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxIAT</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :type value: int or float or str</span>
+
+<span class="sd">        :return: converted value</span>
+
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodicSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support and periodicity with list of timestamps</span>
+
+<span class="sd">        :param timeStamps: timestamps of a pattern</span>
+<span class="sd">        :type timeStamps: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxIAT</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">per</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list or None</span>
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+<span class="sd">        :type suffix: list</span>
+<span class="sd">        :param tidSetX: the timestamp of a patterns</span>
+<span class="sd">        :type tidSetX: list</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list or None</span>
+<span class="sd">        :param itemSets: the item sets of a patterns</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: the timestamp of a patterns</span>
+<span class="sd">        :type tidSets: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidi</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidi</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newprefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newprefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_getNeighbourItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">keySet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to get Neighbours of an item</span>
+
+<span class="sd">        :param keySet: itemSet</span>
+<span class="sd">        :type keySet: str or tuple</span>
+<span class="sd">        :return: set of common neighbours</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[]</span>
+            <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">keySet</span><span class="p">))))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">keySet</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+            <span class="n">keySet</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">keySet</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">keySet</span><span class="p">)):</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">keySet</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemNeighbours</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">))))</span>
+        <span class="k">return</span> <span class="n">itemNeighbours</span>
+
+<div class="viewcode-block" id="STEclat.mapNeighbours">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mapNeighbours">[docs]</a>
+    <span class="k">def</span> <span class="nf">mapNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A function to map items to their Neighbours</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_NeighboursMap</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="STEclat.startMine">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="STEclat.mine">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># global items_sets, endTime, startTime</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="c1">#self._minSup = self._convert(self._minSup)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">neighboursItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getNeighbourItems</span><span class="p">(</span><span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">in</span> <span class="n">neighboursItems</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Spatial Periodic Frequent patterns were generated successfully using SpatialEclat algorithm&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="STEclat.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="STEclat.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="STEclat.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="STEclat.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;periodicSupport&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="STEclat.save">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="STEclat.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="STEclat.printResults">
+<a class="viewcode-back" href="../../../../PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Spatial Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">STEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">STEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+
+</pre></div>
+
+           </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html b/sphinx/_build/html/_modules/PAMI/highUtilityFrequentPattern/basic/HUFIM.html
new file mode 100644
index 000000000..35339b3be
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+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilityFrequentPattern.basic.HUFIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># HUFIM (High Utility Frequent Itemset Miner) algorithm helps us to mine High Utility Frequent ItemSets (HUFIs) from transactional databases.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilityFrequentPattern.basic import HUFIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj =alg.HUFIM(&quot;input.txt&quot;, 35, 20)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of high utility frequent Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilityFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Union</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilities of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        prefixUtility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transactions</span>
+<span class="sd">        support:</span>
+<span class="sd">            maintains the support of the transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE)</span>
+<span class="sd">            A method to create new Transaction from existing starting from offsetE until the end</span>
+<span class="sd">        getItems()</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities()</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getLastPosition()</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems()</span>
+<span class="sd">            A method to remove items which are having low values when compared with minUtil</span>
+<span class="sd">        insertionSort()</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">        getSupport()</span>
+<span class="sd">            returns the support of the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">support</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">utilities</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">transactionUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing transaction starting from offsetE until the end</span>
+
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        :return: a new transaction starting from offsetE until the end of the transaction</span>
+<span class="sd">        :rtype: _Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_transaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">new_transaction</span>
+
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+
+<span class="sd">        :return: the list of items in transaction starting from offsetE until the end of the transactions</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+
+<span class="sd">        :return: the list of utilities in transaction starting from offsetE until the end of the transaction</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span>
+
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        :return: the last position in a transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">getSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return support in a transaction</span>
+
+<span class="sd">        :return: the support in a transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items which are not present in the map passed to the function</span>
+
+<span class="sd">        :param oldNamesToNewNames: A map represent old names to new names</span>
+<span class="sd">        :type oldNamesToNewNames: map</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span>
+        
+
+<span class="k">class</span> <span class="nc">_Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        transactions :</span>
+<span class="sd">            the list of transactions in this dataset</span>
+<span class="sd">        maxItem:</span>
+<span class="sd">            the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">    :methods:</span>
+
+<span class="sd">        createTransaction(line)</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem()</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions()</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">createItemSets</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :param datasetPath: list of paths to the input file to store</span>
+<span class="sd">        :type datasetPath: list</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">utilities</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">utilitySum</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilitySum</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;UtilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilities</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilitySum</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">utilities</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">utilitySum</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Transaction</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+
+<span class="sd">        :param items: represent a single line of database</span>
+<span class="sd">        :type items: list</span>
+<span class="sd">        :param utilities: represent the utilities of items</span>
+<span class="sd">        :type utilities: list</span>
+<span class="sd">        :param utilitySum: represent  the utilitySum</span>
+<span class="sd">        :type utilitySum: int</span>
+<span class="sd">        :return: a Transaction from given dataset</span>
+<span class="sd">        :rtype: _Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">utilitySum</span>
+        <span class="n">itemsString</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="n">utilityString</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">item_int</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">item_int</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">item_int</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item_int</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+
+<span class="sd">        :return: the name of the largest item in the dataset</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span>
+
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+
+<span class="sd">        :return: the list of transactions from database which have the highest utility</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span>
+
+
+<div class="viewcode-block" id="HUFIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM">[docs]</a>
+<span class="k">class</span> <span class="nc">HUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  HUFIM (High Utility Frequent Itemset Miner) algorithm helps us to mine High Utility Frequent ItemSets (HUFIs) from transactional databases.</span>
+
+
+<span class="sd">    :Reference:     Kiran, R.U., Reddy, T.Y., Fournier-Viger, P., Toyoda, M., Reddy, P.K., &amp; Kitsuregawa, M. (2019).</span>
+<span class="sd">                   Efficiently Finding High Utility-Frequent Itemsets Using Cutoff and Suffix Utility. PAKDD 2019.</span>
+<span class="sd">                   DOI: 10.1007/978-3-030-16145-3_15</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   The user given minUtil value.</span>
+<span class="sd">    :param candidateCount: int</span>
+<span class="sd">                   Number of candidates</span>
+<span class="sd">    :param maxMemory: int</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    </span>
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil value</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minSup value</span>
+<span class="sd">        highUtilityFrequentItemSets: map</span>
+<span class="sd">            set of high utility frequent itemSets</span>
+<span class="sd">        candidateCount: int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU: list</span>
+<span class="sd">             A map to hold the local utility values of the items in database</span>
+<span class="sd">        utilityBinArraySU: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames: list</span>
+<span class="sd">            A map which contains old names, new names of items as key value pairs</span>
+<span class="sd">        newNamesToOldNames: list</span>
+<span class="sd">            A map which contains new names, old names of items as key value pairs</span>
+<span class="sd">        singleItemSetsSupport: map</span>
+<span class="sd">            A map which maps from single itemsets (items) to their support</span>
+<span class="sd">        singleItemSetsUtility: map</span>
+<span class="sd">            A map which maps from single itemsets (items) to their utilities</span>
+<span class="sd">        maxMemory: float</span>
+<span class="sd">            Maximum memory used by this program for running</span>
+<span class="sd">        patternCount: int</span>
+<span class="sd">            Number of RHUI&#39;s</span>
+<span class="sd">        itemsToKeep: list</span>
+<span class="sd">            keep only the promising items i.e items that can extend other items to form RHUIs</span>
+<span class="sd">        itemsToExplore: list</span>
+<span class="sd">            list of items that needs to be explored</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        backTrackingHUFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the RHUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</span>
+<span class="sd">               A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method to output a relative-high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        isEqual(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              A method to calculate the sub tree utility values for single items</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        sortTransaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to calculate local utility values for single itemSets</span>
+
+<span class="sd">    **Executing the code on terminal**</span>
+<span class="sd">    --------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 HUFIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minUtil&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 HUFIM.py sampleTDB.txt output.txt 35 20</span>
+
+<span class="sd">      (.venv) $ python3 HUFIM.py sampleTDB.txt output.txt 35 20</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code**</span>
+<span class="sd">    -----------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.highUtilityFrequentPattern.basic import HUFIM as alg</span>
+
+<span class="sd">            obj=alg.HUFIM(&quot;input.txt&quot;, 35, 20)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of high utility frequent Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">   </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------------</span>
+<span class="sd">            The complete program was written by pradeep pallikila under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">     </span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_highUtilityFrequentItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_singleItemSetsSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_singleItemSetsUtility</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">5000</span>
+    <span class="n">_patternCount</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        :rtype: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="HUFIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        High Utility Frequent Pattern mining start here</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="HUFIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        High Utility Frequent Pattern mining start here</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="n">_Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="n">currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">emptyTransactionCount</span><span class="p">:]</span>
+        <span class="c1"># calculating suffix utility values</span>
+        <span class="n">totalUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="n">totalUtility</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+        <span class="c1"># piItems</span>
+        <span class="n">piItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">totalUtility</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">piItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">totalUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">piItems</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingHUFIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;High Utility Frequent patterns were generated successfully using HUFIM algorithm&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_backTrackingHUFIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">],</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">itemsToExplore</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the HUFIs Recursively</span>
+
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># print(&quot;###############&quot;)</span>
+        <span class="c1"># print(&quot;P is&quot;, [self.dataset.intToStr.get(x) for x in self.temp[:prefixLength]])</span>
+        <span class="c1"># print(&quot;items to explore&quot;, [self.dataset.intToStr.get(x) for x in [self.newNamesToOldNames[y] for y  in itemsToExplore]])</span>
+        <span class="c1"># print(&quot;items to keep&quot;, [self.dataset.intToStr.get(x) for x in [self.newNamesToOldNames[y] for y in itemsToKeep]])</span>
+        <span class="c1"># print(&quot;--------------&quot;)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="c1"># print(&quot;exploring item&quot;, self.dataset.intToStr.get(self.newNamesToOldNames[e]))</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">supportPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="p">[]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_isEqual</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">support</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="n">support</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="p">[]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+            <span class="c1"># print(&quot;support is&quot;, supportPe)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">supportPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">,</span> <span class="n">supportPe</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">supportPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">)</span>
+                <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                    <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                        <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingHUFIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">],</span> <span class="n">j</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the subtree utility and local utility of all items that can extend itemSet P U {e}</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list or Dataset</span>
+<span class="sd">        :param j:the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list or Dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">sumRemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumRemainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">support</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Method to print itemSets</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param tempPosition: position of last item</span>
+<span class="sd">        :type tempPosition : int</span>
+<span class="sd">        :param utility: total utility of itemSet</span>
+<span class="sd">        :type utility: int</span>
+<span class="sd">        :param support: support of an itemSet</span>
+<span class="sd">        :type support: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">intToStr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">utility</span><span class="p">,</span> <span class="n">support</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_isEqual</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to Check if two transaction are identical</span>
+
+<span class="sd">        :param  transaction1: the first transaction</span>
+<span class="sd">        :type  transaction1: Trans</span>
+<span class="sd">        :param  transaction2:    the second transaction</span>
+<span class="sd">        :type  transaction2: Trans</span>
+<span class="sd">        :return : whether both are identical or not</span>
+<span class="sd">        :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: Dataset</span>
+<span class="sd">        :return : None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">sumSU</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">currentUtility</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">sumSU</span> <span class="o">+=</span> <span class="n">currentUtility</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSU</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">sumSU</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction</span>
+
+<span class="sd">        :param transactions: transactions of items</span>
+<span class="sd">        :type transactions: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compareItems</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sortTransaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">compareItems</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_sortTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">trans2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction</span>
+
+<span class="sd">        :param trans1: the first transaction</span>
+<span class="sd">        :type trans1: Trans</span>
+<span class="sd">        :param trans2:the second transaction</span>
+<span class="sd">        :type trans2: Trans</span>
+<span class="sd">        :return: sorted transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transItemsX</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">transItemsY</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsX</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsY</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsY</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">transItemsY</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">transItemsX</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transItemsY</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">transItemsY</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">transItemsX</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">transItemsY</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">transItemsX</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to calculate local utility of single itemSets</span>
+
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: databases</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+
+<div class="viewcode-block" id="HUFIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final patterns in a dataframe</span>
+
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="HUFIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="HUFIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="HUFIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="HUFIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="HUFIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+    
+<div class="viewcode-block" id="HUFIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>    <span class="c1">#includes separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>    <span class="c1">#takes &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html b/sphinx/_build/html/_modules/PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html
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index 000000000..6a9594eee
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Spatial High Utility Frequent ItemSet Mining (SHUFIM) aims to discover all itemSets in a spatioTemporal database</span>
+<span class="c1"># that satisfy the user-specified minimum utility, minimum support and maximum distance constraints</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilityGeoreferencedFrequentPattern.basic import SHUFIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.SHUFIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35,20)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Spatial high utility frequent Patterns:&quot;, len(patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">PAMI.highUtilityGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">cmp_to_key</span> <span class="k">as</span> <span class="n">_comToKey</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="k">class</span> <span class="nc">_Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilites of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        pmus: list</span>
+<span class="sd">            represent the pmu (probable maximum utility) of each element in the transaction</span>
+<span class="sd">        prefixutility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transactions</span>
+<span class="sd">        support:</span>
+<span class="sd">            maintains the support of the transaction</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE):</span>
+<span class="sd">            A method to create new Transaction from existing till offsetE</span>
+<span class="sd">        getItems():</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities():</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getPmus():</span>
+<span class="sd">            return pmus in transaction</span>
+<span class="sd">        getLastPosition():</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems():</span>
+<span class="sd">            A method to remove items with low Utility than minUtil</span>
+<span class="sd">        insertionSort():</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">        getSupport():</span>
+<span class="sd">            returns the support of the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">support</span> <span class="o">=</span> <span class="mi">1</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmus</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+        <span class="k">if</span> <span class="n">pmus</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span> <span class="o">=</span> <span class="n">pmus</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing till offsetE</span>
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">newTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">newTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">newTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="n">newTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">newTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">newTransaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">newTransaction</span>
+
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">getPmus</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return pmus in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span>
+
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span>
+
+    <span class="c1"># get the last position in this transaction</span>
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">getSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return support of a transaction (number of transactions in the original database having the items present in this transaction)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items with low Utility than minUtil</span>
+<span class="sd">        :param oldNamesToNewNames: A map represent old names to new names</span>
+<span class="sd">        :type oldNamesToNewNames: map</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span>
+
+
+<span class="k">class</span> <span class="nc">_Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        transactions :</span>
+<span class="sd">            the list of transactions in this dataset</span>
+<span class="sd">        maxItem:</span>
+<span class="sd">            the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">    :methods:</span>
+
+<span class="sd">        createTransaction(line):</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem():</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions():</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">createItemSets</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        :param datasetPath: Path to the input file</span>
+
+<span class="sd">        :type datasetPath: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pmuString</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">utilities</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">utilitySum</span><span class="p">,</span> <span class="n">pmuString</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilitySum</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;UtilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;pmuString&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilitySum</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;pmuString&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilities</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilitySum</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">pmuString</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans_list</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+                        <span class="n">pmuString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                        <span class="n">pmuString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">pmuString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmuString</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans_list</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+                                <span class="n">pmuString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                                <span class="n">pmuString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">pmuString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmuString</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">utilitySum</span><span class="p">,</span> <span class="n">pmustring</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+<span class="sd">        :param items: represent a utility items in a transaction</span>
+<span class="sd">        :type items: list</span>
+<span class="sd">        :param utilities: represent utility of an item in transaction</span>
+<span class="sd">        :type utilities: list</span>
+<span class="sd">        :param utilitySum: represent utility sum of  transaction</span>
+<span class="sd">        :type utilitySum: int</span>
+<span class="sd">        :param pmustring: represent a pmustring in a given dataset</span>
+<span class="sd">        :type pmustring: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">utilitySum</span>
+        <span class="n">itemsString</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="n">utilityString</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="n">pmuString</span> <span class="o">=</span> <span class="n">pmustring</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">pmus</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">)</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">itemInt</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">itemInt</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">itemInt</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemInt</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">pmuString</span> <span class="o">!=</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">pmus</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">pmuString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">if</span> <span class="n">pmuString</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">pmus</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">return</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmus</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span>
+
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span>
+
+
+<div class="viewcode-block" id="SHUFIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM">[docs]</a>
+<span class="k">class</span> <span class="nc">SHUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:  Spatial High Utility Frequent ItemSet Mining (SHUFIM) aims to discover all itemSets in a spatioTemporal database</span>
+<span class="sd">                   that satisfy the user-specified minimum utility, minimum support and maximum distance constraints</span>
+
+<span class="sd">    :Reference:    10.1007/978-3-030-37188-3_17</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   The user given minUtil value.</span>
+<span class="sd">    :param candidateCount: int</span>
+<span class="sd">                   Number of candidates</span>
+<span class="sd">    :param maxMemory: int</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of Geo-referenced frequent sequence patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        nFile : file</span>
+<span class="sd">            Name of the Neighbours file that contain neighbours of items</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minSup value</span>
+<span class="sd">        highUtilityFrequentSpatialItemSets: map</span>
+<span class="sd">            set of high utility itemSets</span>
+<span class="sd">        candidateCount: int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU: list</span>
+<span class="sd">             A map to hold the pmu values of the items in database</span>
+<span class="sd">        utilityBinArraySU: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        newNamesToOldNames: list</span>
+<span class="sd">            A map to store the old name corresponding to new name</span>
+<span class="sd">        Neighbours : map</span>
+<span class="sd">            A dictionary to store the neighbours of a item</span>
+<span class="sd">        maxMemory: float</span>
+<span class="sd">            Maximum memory used by this program for running</span>
+<span class="sd">        patternCount: int</span>
+<span class="sd">            Number of SHUFI&#39;s (Spatial High Utility Frequent Itemsets)</span>
+<span class="sd">        itemsToKeep: list</span>
+<span class="sd">            keep only the promising items ie items whose supersets can be required patterns</span>
+<span class="sd">        itemsToExplore: list</span>
+<span class="sd">            keep items that subtreeUtility grater than minUtil</span>
+
+<span class="sd">    :Methods :</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        calculateNeighbourIntersection(self, prefixLength)</span>
+<span class="sd">               A method to return common Neighbours of items</span>
+<span class="sd">        backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the SHUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</span>
+<span class="sd">               A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method ave a high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        isEqual(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        intersection(lst1, lst2)</span>
+<span class="sd">               A method that return the intersection of 2 list</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              Scan the initial database to calculate the subtree utility of each items using a utility-bin array</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        sortTransaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to scan the database using utility bin array to calculate the pmus</span>
+
+<span class="sd">    **Executing the code on terminal :**</span>
+<span class="sd">    -----------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 SHUFIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;Neighbours&gt; &lt;minUtil&gt; &lt;minSup&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 SHUFIM.py sampleTDB.txt output.txt sampleN.txt 35 20</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.highUtilityGeoreferencedFrequentPattern.basic import SHUFIM as alg</span>
+
+<span class="sd">            obj=alg.SHUFIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35,20)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Spatial high utility frequent Patterns:&quot;, len(patterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------------</span>
+
+<span class="sd">            The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_singleItemSetsSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_singleItemSetsUtility</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_strToint</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_intTostr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_Neighbours</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5000</span>
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int o float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="SHUFIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        High Utility Frequent Pattern mining start here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SHUFIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        High Utility Frequent Pattern mining start here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="n">_Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">o</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">line_split</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">lst</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line_split</span><span class="p">)):</span>
+                    <span class="n">lst</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">lst</span>
+        <span class="n">o</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+        <span class="n">InitialMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">_itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">_itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="c1"># sorting items in decreasing order of their utilities</span>
+        <span class="n">_itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">_itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">_currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">_itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">_currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">_currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">_itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">_currentName</span>
+            <span class="n">_currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">_emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">_emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">_emptyTransactionCount</span><span class="p">:]</span>
+        <span class="c1"># calculating neighborhood suffix utility values</span>
+        <span class="n">_secondary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">_itemsToKeep</span><span class="p">):</span>
+            <span class="n">_cumulativeUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                <span class="n">neighbors</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span> <span class="k">if</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_itemsToKeep</span><span class="p">)):</span>
+                    <span class="n">_nextItem</span> <span class="o">=</span> <span class="n">_itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">_nextItem</span> <span class="ow">in</span> <span class="n">neighbors</span><span class="p">:</span>
+                        <span class="n">_cumulativeUtility</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">_nextItem</span><span class="p">]]</span>
+            <span class="k">if</span> <span class="n">_cumulativeUtility</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">_secondary</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">_itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">_secondary</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">_itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">_commonitems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">maxItem</span><span class="p">):</span>
+            <span class="n">_commonitems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">_itemsToKeep</span><span class="p">,</span> <span class="n">_itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="n">_finalMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">_finalMemory</span> <span class="o">-</span> <span class="n">InitialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+        <span class="k">if</span> <span class="n">memory</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">=</span> <span class="n">memory</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Spatial High Utility Frequent Itemsets generated successfully using SHUFIM algorithm&#39;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the SHUFIs Recursively</span>
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="n">initialMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">supportPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="p">[]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_isEqual</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">support</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="n">support</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">support</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="p">[]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                <span class="n">supportPe</span> <span class="o">+=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">getSupport</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="ow">and</span> <span class="n">supportPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">,</span> <span class="n">supportPe</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">supportPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">neighbourhoodList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculateNeighbourIntersection</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">)</span>
+                <span class="c1">#print(neighbourhoodList)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">neighbourhoodList</span><span class="p">)</span>
+                <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                    <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                            <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                            <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                    <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                            <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_backtrackingEFIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">finalMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">finalMemory</span> <span class="o">-</span> <span class="n">initialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">&lt;</span> <span class="n">memory</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">=</span> <span class="n">memory</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">neighbourhoodList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the subtree utility and local utility of all items that can extend itemSet P U {e}</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list</span>
+<span class="sd">        :param j:the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param neighbourhoodList : the list of promising items that can extend itemSet P U {e}</span>
+<span class="sd">        :type neighbourhoodList: list</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">length</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                        <span class="n">itemNeighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+                        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">length</span><span class="p">):</span>
+                            <span class="n">transaction_item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">transaction_item</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemNeighbours</span> <span class="ow">and</span> <span class="n">transaction_item</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                                <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+
+                    <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">remainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_calculateNeighbourIntersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to find common Neighbours</span>
+<span class="sd">        :param prefixLength: the prefix itemSet</span>
+<span class="sd">        :type prefixLength:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">prefixLength</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="n">intersectionList</span><span class="p">)</span>
+        <span class="n">finalIntersectionList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">intersectionList</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">finalIntersectionList</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">intersectionList</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">finalIntersectionList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">finalIntersectionList</span>
+    
+    <span class="k">def</span> <span class="nf">_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">,</span> <span class="n">utility</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         A method save all high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">         :param tempPosition: position of last item</span>
+<span class="sd">         :type tempPosition : int </span>
+<span class="sd">         :param utility: total utility of itemSet</span>
+<span class="sd">         :type utility: int</span>
+<span class="sd">         :param support: support of an itemSet</span>
+<span class="sd">         :type support: int</span>
+<span class="sd">         &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">intToStr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">utility</span><span class="p">,</span> <span class="n">support</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_isEqual</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to Check if two transaction are identical</span>
+<span class="sd">        :param  transaction1: the first transaction</span>
+<span class="sd">        :type  transaction1: Trans</span>
+<span class="sd">        :param  transaction2:   the second transaction</span>
+<span class="sd">        :type  transaction2: Trans</span>
+<span class="sd">        :return : whether both are identical or not</span>
+<span class="sd">        :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span>
+    
+    <span class="k">def</span> <span class="nf">_intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lst1</span><span class="p">,</span> <span class="n">lst2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method that return the intersection of 2 list</span>
+
+<span class="sd">        :param  lst1: items neighbour to item1</span>
+<span class="sd">        :type lst1: list</span>
+<span class="sd">        :param lst2: items neighbour to item2</span>
+<span class="sd">        :type lst2: list</span>
+<span class="sd">        :return :intersection of two lists</span>
+<span class="sd">        :rtype : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">lst2</span><span class="p">)</span>
+        <span class="n">lst3</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">lst1</span> <span class="k">if</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">lst3</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: Dataset</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                    <span class="k">continue</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">sumSu</span> <span class="o">=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]:</span>
+                        <span class="n">sumSu</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSu</span>
+
+    <span class="k">def</span> <span class="nf">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+<span class="sd">        :param transactions: transaction of items</span>
+<span class="sd">        :type transactions: Transaction</span>
+<span class="sd">        :return: sorted transaction</span>
+<span class="sd">        :rtype: Trans</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">cmp_items</span> <span class="o">=</span> <span class="n">_comToKey</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sortTransaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">cmp_items</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_sortTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">,</span> <span class="n">trans2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+<span class="sd">        :param trans1: the first transaction</span>
+<span class="sd">        :type trans1: Trans</span>
+<span class="sd">        :param trans2:the second transaction</span>
+<span class="sd">        :type trans2: Trans</span>
+<span class="sd">        :return: sorted transaction</span>
+<span class="sd">        :rtype: Trans</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans1_items</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">trans2_items</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to scan the database using utility bin array to calculate the pmus</span>
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: dataset</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsSupport</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtility</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="n">pmu</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                    <span class="n">neighbors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">neighbors</span><span class="p">:</span>
+                            <span class="n">pmu</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="c1"># self._utilityBinArrayLU[item] += transaction.getPmus()[idx]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">pmu</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="c1"># self._utilityBinArrayLU[item] = transaction.getPmus()[idx]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">pmu</span>
+
+<div class="viewcode-block" id="SHUFIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final patterns in a dataframe</span>
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="SHUFIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SHUFIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SHUFIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SHUFIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SHUFIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+    
+<div class="viewcode-block" id="SHUFIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<div class="viewcode-block" id="main">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.main">[docs]</a>
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="n">inputFile</span> <span class="o">=</span> <span class="s1">&#39;/home/nakamura/workspace/labwork/PAMI/PAMI/highUtilityGeoreferencedFrequentPattern/basic/mushroom_utility_spmf.txt&#39;</span>
+    <span class="n">neighborFile</span> <span class="o">=</span> <span class="s1">&#39;/home/nakamura/workspace/labwork/PAMI/PAMI/highUtilityGeoreferencedFrequentPattern/basic/mushroom_utility_spmf.txt&#39;</span>
+
+    <span class="n">minUtilCount</span> <span class="o">=</span> <span class="mi">10000</span>
+    <span class="n">minSup</span> <span class="o">=</span> <span class="mi">100</span>
+    <span class="n">seperator</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>  
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">SHUFIM</span><span class="p">(</span><span class="n">iFile</span><span class="o">=</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">nFile</span><span class="o">=</span><span class="n">neighborFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="o">=</span><span class="n">minUtilCount</span><span class="p">,</span> <span class="n">minSup</span><span class="o">=</span><span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="n">seperator</span><span class="p">)</span>    <span class="c1">#initialize</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printResults</span><span class="p">()</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">())</span></div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+    <span class="c1"># _ap = str()</span>
+    <span class="c1"># if len(_ab._sys.argv) == 6 or len(_ab._sys.argv) == 7:</span>
+    <span class="c1">#     if len(_ab._sys.argv) == 7:</span>
+    <span class="c1">#         _ap = SHUFIM(_ab._sys.argv[1], _ab._sys.argv[3], int(_ab._sys.argv[4]), _ab._sys.argv[5], _ab._sys.argv[6])</span>
+    <span class="c1">#     if len(_ab._sys.argv) == 6:</span>
+    <span class="c1">#         _ap = SHUFIM(_ab._sys.argv[1], _ab._sys.argv[3], int(_ab._sys.argv[4]), _ab._sys.argv[5])</span>
+    <span class="c1">#     _ap.startMine()</span>
+    <span class="c1">#     _ap.mine()</span>
+    <span class="c1">#     print(&quot;Total number of Spatial High Utility Frequent Patterns:&quot;, len(_ap.getPatterns()))</span>
+    <span class="c1">#     _ap.save(_ab._sys.argv[2])</span>
+    <span class="c1">#     print(&quot;Total Memory in USS:&quot;, _ap.getMemoryUSS())</span>
+    <span class="c1">#     print(&quot;Total Memory in RSS&quot;, _ap.getMemoryRSS())</span>
+    <span class="c1">#     print(&quot;Total ExecutionTime in seconds:&quot;, _ap.getRuntime())</span>
+    <span class="c1"># else:</span>
+    <span class="c1">#     print(&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilityPattern/basic/EFIM.html b/sphinx/_build/html/_modules/PAMI/highUtilityPattern/basic/EFIM.html
new file mode 100644
index 000000000..a88ceb071
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilityPattern.basic.EFIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># EFIM is one of the fastest algorithm to mine High Utility ItemSets from transactional databases.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilityPattern.basic import EFIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.EFIM(&quot;input.txt&quot;,35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of high utility Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilities of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        prefixUtility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transactions</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE):</span>
+<span class="sd">            A method to create new Transaction from existing starting from offsetE until the end</span>
+<span class="sd">        getItems():</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities():</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getLastPosition():</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems():</span>
+<span class="sd">            A method to remove items which are having low values when compared with minUtil</span>
+<span class="sd">        insertionSort():</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">utilities</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing transaction starting from offsetE until the end</span>
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        :return: a new transaction after projecting the transaction starting from offsetE until the end of the transaction</span>
+<span class="sd">        :rtype: _Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_transaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">new_transaction</span>
+
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+<span class="sd">        :return: list of items in transaction after projecting the transaction starting from offsetE until the end of the transaction</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+<span class="sd">        :return: list of utilities in transaction</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span>
+
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        :return: last position in a transaction after projecting the transaction starting from offsetE until the end of the transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items which are not present in the map passed to the function</span>
+<span class="sd">        :param oldNamesToNewNames: A map represent old names to new names</span>
+<span class="sd">        :type oldNamesToNewNames: map</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span>
+        
+
+<span class="k">class</span> <span class="nc">_Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        transactions :</span>
+<span class="sd">            the list of transactions in this dataset</span>
+<span class="sd">        maxItem:</span>
+<span class="sd">            the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">    :methods:</span>
+
+<span class="sd">        createTransaction(line):</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem():</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions():</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">datasetPath</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">createItemsets</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :param datasetPath: It represents the peth for the dataset</span>
+<span class="sd">        :type datasetPath: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">utilities</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">transactionUtility</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;UtilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemsString</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+<span class="sd">        :param itemsString: List of strings representing transactions</span>
+<span class="sd">        :type itemsString: list</span>
+<span class="sd">        :param utilityString: List of strings representing utility</span>
+<span class="sd">        :type utilityString: list</span>
+<span class="sd">        :param transactionUtility: Integer representing transaction utility</span>
+<span class="sd">        :type transactionUtility: int</span>
+<span class="sd">        :return: created Transaction from the given dataset</span>
+<span class="sd">        :rtype: _Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+
+<span class="w">        </span><span class="sd">&#39;&#39;&#39;trans_list = line.strip().split(&#39;:&#39;)</span>
+<span class="sd">        transactionUtility = int(trans_list[1])</span>
+<span class="sd">        itemsString = trans_list[0].strip().split(self.sep)</span>
+<span class="sd">        itemsString = [x for x in itemsString if x]</span>
+<span class="sd">        utilityString = trans_list[2].strip().split(self.sep)</span>
+<span class="sd">        utilityString = [x for x in utilityString if x]&#39;&#39;&#39;</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">item_int</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">item_int</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">item_int</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item_int</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+<span class="sd">        :return: the largest item</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span>
+
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+<span class="sd">        :return: the list of transactions from database</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span>
+
+
+<div class="viewcode-block" id="EFIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM">[docs]</a>
+<span class="k">class</span> <span class="nc">EFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   EFIM is one of the fastest algorithm to mine High Utility ItemSets from transactional databases.</span>
+<span class="sd">    </span>
+<span class="sd">    :Reference:      Zida, S., Fournier-Viger, P., Lin, J.CW. et al. EFIM: a fast and memory efficient algorithm for</span>
+<span class="sd">                    high-utility itemset mining. Knowl Inf Syst 51, 595–625 (2017). https://doi.org/10.1007/s10115-016-0986-0</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility patterns</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   The user given minUtil value.</span>
+<span class="sd">    :param candidateCount: int</span>
+<span class="sd">                   Number of candidates specified by user</span>
+<span class="sd">    :param maxMemory: int</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of high utility patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of high utility patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil value</span>
+<span class="sd">        highUtilityitemSets: map</span>
+<span class="sd">            set of high utility itemSets</span>
+<span class="sd">        candidateCount: int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU: list</span>
+<span class="sd">             A map to hold the local utility values of the items in database</span>
+<span class="sd">        utilityBinArraySU: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames: list</span>
+<span class="sd">            A map which contains old names, new names of items as key value pairs</span>
+<span class="sd">        newNamesToOldNames: list</span>
+<span class="sd">            A map which contains new names, old names of items as key value pairs</span>
+<span class="sd">        maxMemory: float</span>
+<span class="sd">            Maximum memory used by this program for running</span>
+<span class="sd">        patternCount: int</span>
+<span class="sd">            Number of HUI&#39;s</span>
+<span class="sd">        itemsToKeep: list</span>
+<span class="sd">            keep only the promising items ie items having local utility values greater than or equal to minUtil</span>
+<span class="sd">        itemsToExplore: list</span>
+<span class="sd">            list of items that have subtreeUtility value greater than or equal to minUtil</span>
+
+<span class="sd">    :Methods :</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        backTrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the HUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</span>
+<span class="sd">               A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method to output a high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        is_equal(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              A method to calculate the sub tree utility values for single items</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        sort_transaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to calculate local utility values for single itemsets</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 EFIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minUtil&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 EFIM sampleTDB.txt output.txt 35</span>
+
+<span class="sd">    .. note:: maxMemory will be considered as Maximum memory used by this program for running</span>
+
+<span class="sd">    Sample run of importing the code:</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">        </span>
+<span class="sd">            from PAMI.highUtilityPattern.basic import EFIM as alg</span>
+
+<span class="sd">            obj=alg.EFIM(&quot;input.txt&quot;,35)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of high utility Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">   </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------------</span>
+<span class="sd">        The complete program was written by pradeep pallikila under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">     </span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_highUtilityitemSets</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_Neighbours</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5000</span>
+    <span class="n">_patternCount</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_highUtilityitemSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5000</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+<div class="viewcode-block" id="EFIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Start the EFIM algorithm.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="EFIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Start the EFIM algorithm.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="n">_Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+        <span class="n">currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="n">currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">emptyTransactionCount</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;High Utility patterns were generated successfully using EFIM algorithm&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_backTrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the HUIs Recursively</span>
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_isEqual</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">)</span>
+            <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                    <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingEFIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">j</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the subtree utility and local utility of all items that can extend itemSet P U {e}</span>
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list</span>
+<span class="sd">        :param j:the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">sumRemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumRemainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Method to print high utility items</span>
+<span class="sd">        :param tempPosition: position of last item</span>
+<span class="sd">        :type tempPosition : int</span>
+<span class="sd">        :param utility: total utility of itemSet</span>
+<span class="sd">        :type utility: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">intToStr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_isEqual</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">:</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">:</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         A method to Check if two transaction are identical</span>
+<span class="sd">         :param  transaction1: the first transaction</span>
+<span class="sd">         :type  transaction1: Trans</span>
+<span class="sd">         :param  transaction2:    the second transaction</span>
+<span class="sd">         :type  transaction2: Trans</span>
+<span class="sd">         :return : whether both are identical or not</span>
+<span class="sd">         :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="s1">&#39;_Dataset&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">sumSU</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">sumSU</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSU</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">sumSU</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transactions</span>
+<span class="sd">        :param transactions: transaction of items</span>
+<span class="sd">        :type transactions: Transaction</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">cmp_items</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sort_transaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">cmp_items</span><span class="p">)</span>
+
+<div class="viewcode-block" id="EFIM.sort_transaction">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.sort_transaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">sort_transaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">:</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">,</span> <span class="n">trans2</span><span class="p">:</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction</span>
+<span class="sd">        :param trans1: the first transaction</span>
+<span class="sd">        :type trans1: Trans</span>
+<span class="sd">        :param trans2:the second transaction</span>
+<span class="sd">        :type trans2: Trans</span>
+<span class="sd">        :return: sorted transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans1_items</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">trans2_items</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="s1">&#39;_Dataset&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to calculate local utility of single itemset</span>
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+
+<div class="viewcode-block" id="EFIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_pd.DataFrame&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final patterns in a dataframe</span>
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="EFIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of patterns after completion of the mining process</span>
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="EFIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="EFIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="EFIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="EFIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="EFIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>    <span class="c1">#includes separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">EFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>    <span class="c1">#takes &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">EFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">EFIM</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/Utility_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="mi">50000</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/UPGrowth_output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+      <li class="breadcrumb-item active">PAMI.highUtilityPattern.basic.HMiner</li>
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+             
+  <h1>Source code for PAMI.highUtilityPattern.basic.HMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  High Utility itemSet Mining (HMinER) is an important algorithm to miner High utility items from the database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilityPattern.basic import HMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.HMiner(&quot;input.txt&quot;, 35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of high utility Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a utility list.</span>
+
+<span class="sd">    :Attributes :</span>
+
+<span class="sd">        ts : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        nu : int</span>
+<span class="sd">            non-closed itemSet utility</span>
+<span class="sd">        nru : int</span>
+<span class="sd">             non-closed remaining utility</span>
+<span class="sd">        pu : int</span>
+<span class="sd">            prefix utility</span>
+<span class="sd">        ppos: int</span>
+<span class="sd">            position of previous item in the list</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">nu</span><span class="p">,</span> <span class="n">nru</span><span class="p">,</span> <span class="n">pu</span><span class="p">,</span> <span class="n">ppos</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tid</span> <span class="o">=</span> <span class="n">tid</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nu</span> <span class="o">=</span> <span class="n">nu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nru</span> <span class="o">=</span> <span class="n">nru</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pu</span> <span class="o">=</span> <span class="n">pu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ppos</span> <span class="o">=</span> <span class="n">ppos</span>
+
+
+<span class="k">class</span> <span class="nc">_CUList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents a UtilityList</span>
+
+<span class="sd">    :Attributes :</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            item </span>
+<span class="sd">        sumNu: long</span>
+<span class="sd">            the sum of item utilities</span>
+<span class="sd">        sumNru: long</span>
+<span class="sd">            the sum of remaining utilities</span>
+<span class="sd">        sumCu : long</span>
+<span class="sd">            the sum of closed utilities</span>
+<span class="sd">        sumCru: long</span>
+<span class="sd">            the sum of closed remaining utilities</span>
+<span class="sd">        sumCpu: long</span>
+<span class="sd">            the sum of closed prefix utilities</span>
+<span class="sd">        elements: list</span>
+<span class="sd">            the list of elements </span>
+<span class="sd">    :Methods :</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this utility list and update the sums at the same time.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumnru</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElements</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to add new element to CUList</span>
+<span class="sd">        :param element: element to be added to CUList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">nu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumnru</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">nru</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent an item and its utility in a transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="HMiner">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">HMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   High Utility itemSet Mining (HMIER) is an importent algorithm to miner High utility items from the database.</span>
+
+<span class="sd">    :Reference:</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility patterns</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   The user given minUtil value.</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil</span>
+<span class="sd">        mapFMAP: list</span>
+<span class="sd">            EUCS map of the FHM algorithm</span>
+<span class="sd">        candidates: int</span>
+<span class="sd">            candidates genetated</span>
+<span class="sd">        huiCnt: int</span>
+<span class="sd">            huis created</span>
+<span class="sd">        neighbors: map</span>
+<span class="sd">            keep track of nighboues of elements</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        Explore_SearchTree(prefix, uList, minUtil)</span>
+<span class="sd">            A method to find all high utility itemSets</span>
+<span class="sd">        UpdateCLosed(x, culs, st, excul, newT, ex, ey_ts, length)</span>
+<span class="sd">            A method to update closed values</span>
+<span class="sd">        saveitemSet(prefix, prefixLen, item, utility)</span>
+<span class="sd">            A method to save itemSets</span>
+<span class="sd">        updateElement(z, culs, st, excul, newT, ex, duppos, ey_ts)</span>
+<span class="sd">            A method to updates vales for duplicates</span>
+<span class="sd">        construcCUL(x, culs, st, minUtil, length, exnighbors)</span>
+<span class="sd">            A method to construct CUL&#39;s database</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    --------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 HMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minUtil&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 HMiner.py sampleTDB.txt output.txt 35</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    Sample run of importing the code:</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.highUtilityPattern.basic import HMiner as alg</span>
+<span class="sd">        </span>
+<span class="sd">            obj = alg.HMiner(&quot;input.txt&quot;,35)</span>
+<span class="sd">        </span>
+<span class="sd">            obj.mine()</span>
+<span class="sd">        </span>
+<span class="sd">            Patterns = obj.getPatterns()</span>
+<span class="sd">        </span>
+<span class="sd">            print(&quot;Total number of high utility Patterns:&quot;, len(Patterns))</span>
+<span class="sd">        </span>
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+<span class="sd">        </span>
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+<span class="sd">        </span>
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="sd">        </span>
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+<span class="sd">        </span>
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="sd">        </span>
+<span class="sd">            run = obj.getRuntime()</span>
+<span class="sd">        </span>
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">    </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -----------------------------</span>
+<span class="sd">            The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_utilities</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_utilitySum</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile1</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile1</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_huiCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidates</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minutil</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_HMiner</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">,</span> <span class="n">o2</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :param o2: Second FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :return: Comparision Value</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+    <span class="k">def</span> <span class="nf">_creteItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilitySum</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_utilitySum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;UtilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="c1">#print(&quot;hey&quot;)</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                    <span class="n">utilities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">utilities</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilitySum</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="n">items</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">items</span> <span class="k">if</span> <span class="n">x</span><span class="p">])</span>
+                            <span class="n">utilities</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">utilities</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_utilitySum</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="HMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="HMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creteItemsets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items_str</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">utility_str</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">transUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilitySum</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items_str</span><span class="p">)):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">items_str</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">twu</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">twu</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">twu</span> <span class="o">=</span> <span class="n">transUtility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">twu</span> <span class="o">+=</span> <span class="n">transUtility</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">twu</span>
+        <span class="n">listOfCUList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">hashTable</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">mapItemsToCUList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">minutil</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">uList</span>
+                <span class="n">listOfCUList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uList</span><span class="p">)</span>
+        <span class="n">listOfCUList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_HMiner</span><span class="p">))</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">)):</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_transactions</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilities</span><span class="p">[</span><span class="n">line</span><span class="p">]</span>
+            <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">newTwu</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">tx_key</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">revisedTrans</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">pair</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfTWU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">revisedTrans</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+                    <span class="n">tx_key</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">newTwu</span> <span class="o">+=</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span>
+            <span class="n">revisedTrans</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_HMiner</span><span class="p">))</span>
+            <span class="n">tx_key1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">tx_key</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">tx_key1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">hashTable</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">hashTable</span><span class="p">[</span><span class="n">tx_key1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                        <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">cuListoFItems</span> <span class="o">=</span> <span class="n">mapItemsToCUList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                        <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span><span class="p">,</span> <span class="n">ru</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">ppos</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">ppos</span> <span class="o">=</span> <span class="o">-</span> <span class="mi">1</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">addElements</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+                        <span class="n">ru</span> <span class="o">+=</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">pos</span> <span class="o">=</span> <span class="n">hashTable</span><span class="p">[</span><span class="n">tx_key1</span><span class="p">]</span>
+                    <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                        <span class="n">cuListoFItems</span> <span class="o">=</span> <span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">nu</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">nru</span> <span class="o">+=</span> <span class="n">ru</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">sumnru</span> <span class="o">+=</span> <span class="n">ru</span>
+                        <span class="n">ru</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                        <span class="n">pos</span> <span class="o">=</span> <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">ppos</span>
+                    <span class="c1"># EUCS</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">mapFMAPItem</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">mapFMAPItem</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">mapFMAPItem</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mapFMAPItem</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)):</span>
+                    <span class="n">pairAfter</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">twuSUm</span> <span class="o">=</span> <span class="n">mapFMAPItem</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">twuSUm</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">mapFMAPItem</span><span class="p">[</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newTwu</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">mapFMAPItem</span><span class="p">[</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">twuSUm</span> <span class="o">+</span> <span class="n">newTwu</span>
+            <span class="n">tid</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_ExploreSearchTree</span><span class="p">([],</span> <span class="n">listOfCUList</span><span class="p">,</span> <span class="n">minutil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;High Utility patterns were generated successfully using HMiner algorithm&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_ExploreSearchTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">minutil</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to find all high utility itemSets</span>
+<span class="sd">        :parm prefix:it represents all items in prefix</span>
+<span class="sd">        :type prefix:list</span>
+<span class="sd">        :parm uList:projected Utility list</span>
+<span class="sd">        :type uList: lists</span>
+<span class="sd">        :parm minutil:user minUtil</span>
+<span class="sd">        :type minutil:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">uList</span><span class="p">)):</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">uList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">soted_prefix</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">soted_prefix</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="n">soted_prefix</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">&gt;=</span> <span class="n">minutil</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_saveitemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_candidates</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnru</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">&gt;=</span> <span class="n">minutil</span><span class="p">:</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_construcCUL</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">uList</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">minutil</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">soted_prefix</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_ExploreSearchTree</span><span class="p">(</span><span class="n">soted_prefix</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">minutil</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_construcCUL</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">culs</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">minutil</span><span class="p">,</span> <span class="n">length</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to construct CUL&#39;s database</span>
+<span class="sd">        :parm x: Compact utility list</span>
+<span class="sd">        :type x: Node</span>
+<span class="sd">        :parm culs:list of Compact utility list</span>
+<span class="sd">        :type culs:lists</span>
+<span class="sd">        :parm st: starting pos of culs</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm minutil: user minUtil</span>
+<span class="sd">        :type minutil:int</span>
+<span class="sd">        :parm length: length of x</span>
+<span class="sd">        :type length:int</span>
+<span class="sd">        :return: projectd database of list X</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">excul</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lau</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">cutil</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">ey_tid</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)):</span>
+            <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">culs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">excul</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uList</span><span class="p">)</span>
+            <span class="n">lau</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">cutil</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">ey_tid</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+        <span class="n">sz</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)</span> <span class="o">-</span> <span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">exSZ</span> <span class="o">=</span> <span class="n">sz</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)):</span>
+            <span class="n">mapOfTWUF</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">mapOfTWUF</span> <span class="o">!=</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">twuf</span> <span class="o">=</span> <span class="n">mapOfTWUF</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">culs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">twuf</span> <span class="o">!=</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">twuf</span> <span class="o">&lt;</span> <span class="n">minutil</span><span class="p">:</span>
+                    <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+                    <span class="n">exSZ</span> <span class="o">=</span> <span class="n">sz</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">culs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">uList</span>
+                    <span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumnru</span>
+                    <span class="n">cutil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span>
+        <span class="n">hashTable</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">newT</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">eylist</span> <span class="o">=</span> <span class="n">culs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span>
+                <span class="k">while</span> <span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">eylist</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eylist</span><span class="p">[</span><span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">tid</span> <span class="o">&lt;</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">:</span>
+                    <span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">eylist</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eylist</span><span class="p">[</span><span class="n">ey_tid</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">tid</span> <span class="o">==</span> <span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">:</span>
+                    <span class="n">newT</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">nru</span>
+                    <span class="k">if</span> <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">minutil</span><span class="p">:</span>
+                        <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+                        <span class="n">exSZ</span> <span class="o">=</span> <span class="n">exSZ</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">==</span> <span class="n">exSZ</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_UpdateCLosed</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">culs</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">excul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">ey_tid</span><span class="p">,</span> <span class="n">length</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">newT1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">newT1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">hashTable</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">hashTable</span><span class="p">[</span><span class="n">newT1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                        <span class="n">cuListoFItems</span> <span class="o">=</span> <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                        <span class="n">y</span> <span class="o">=</span> <span class="n">culs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">ey_tid</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]]</span>
+                        <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">tid</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">+</span> <span class="n">y</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span><span class="p">,</span> <span class="n">ru</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">ppos</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">ppos</span> <span class="o">=</span> <span class="o">-</span> <span class="mi">1</span>
+                        <span class="n">cuListoFItems</span><span class="o">.</span><span class="n">addElements</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+                        <span class="n">ru</span> <span class="o">+=</span> <span class="n">y</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">dppos</span> <span class="o">=</span> <span class="n">hashTable</span><span class="p">[</span><span class="n">newT1</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_updateElement</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">culs</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">excul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">dppos</span><span class="p">,</span> <span class="n">ey_tid</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)):</span>
+                <span class="n">cutil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">cutil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">+</span> <span class="n">ex</span><span class="o">.</span><span class="n">nru</span>
+        <span class="n">filter_culs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">culs</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">cutil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">minutil</span> <span class="ow">or</span> <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">length</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+=</span> <span class="n">culs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">-</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCpu</span>
+                    <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+=</span> <span class="n">culs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCru</span>
+                    <span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span>
+                <span class="n">filter_culs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">excul</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">filter_culs</span>
+
+    <span class="k">def</span> <span class="nf">_UpdateCLosed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">culs</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">excul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">ey_tid</span><span class="p">,</span> <span class="n">length</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to update closed values</span>
+<span class="sd">        :parm x: Compact utility list</span>
+<span class="sd">        :type x: lists</span>
+<span class="sd">        :parm culs:list of Compact utility list</span>
+<span class="sd">        :type culs:lists</span>
+<span class="sd">        :parm st: starting pos of culs</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm excul: list of culs</span>
+<span class="sd">        :type excul: list</span>
+<span class="sd">        :parm newT:transaction to be updated</span>
+<span class="sd">        :type newT:list</span>
+<span class="sd">        :parm ex: element ex</span>
+<span class="sd">        :type ex:element</span>
+<span class="sd">        :parm ey_tid:list of tss</span>
+<span class="sd">        :type ey_tid:ts</span>
+<span class="sd">        :parm length: length of x</span>
+<span class="sd">        :type length:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">nru</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="n">culs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span>
+            <span class="n">eyy</span> <span class="o">=</span> <span class="n">ey</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">ey_tid</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]]</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+=</span> <span class="n">nru</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span>
+            <span class="n">nru</span> <span class="o">=</span> <span class="n">nru</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+
+    <span class="k">def</span> <span class="nf">_updateElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">z</span><span class="p">,</span> <span class="n">culs</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">excul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">duppos</span><span class="p">,</span> <span class="n">ey_tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to updates vales for duplicates</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :parm z: Compact utility list</span>
+<span class="sd">        :type z: lists</span>
+<span class="sd">        :parm culs:list of Compact utility list</span>
+<span class="sd">        :type culs:lists</span>
+<span class="sd">        :parm st: starting pos of culs</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm excul:list of culs</span>
+<span class="sd">        :type excul:list</span>
+<span class="sd">        :parm newT:transaction to be updated</span>
+<span class="sd">        :type newT:list</span>
+<span class="sd">        :parm ex: element ex</span>
+<span class="sd">        :type ex:element</span>
+<span class="sd">        :parm duppos: position of z in excul</span>
+<span class="sd">        :type duppos:int</span>
+<span class="sd">        :parm ey_tid:list of tss</span>
+<span class="sd">        :type ey_tid:ts</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">nru</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">pos</span> <span class="o">=</span> <span class="n">duppos</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="n">culs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span>
+            <span class="n">eyy</span> <span class="o">=</span> <span class="n">ey</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">ey_tid</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]]</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">nu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumnu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">nru</span> <span class="o">+=</span> <span class="n">nru</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumnru</span> <span class="o">+=</span> <span class="n">nru</span>
+            <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">pu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">nu</span>
+            <span class="n">nru</span> <span class="o">=</span> <span class="n">nru</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">nu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">pos</span> <span class="o">=</span> <span class="n">excul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">ppos</span>
+
+    <span class="k">def</span> <span class="nf">_saveitemSet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">utility</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to save itemSets</span>
+<span class="sd">        :parm prefix: it represents all items in prefix</span>
+<span class="sd">        :type prefix :list</span>
+<span class="sd">        :parm prefixLen: length of prefix</span>
+<span class="sd">        :type prefixLen:int</span>
+<span class="sd">        :parm item:item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :parm utility:utility of itemSet</span>
+<span class="sd">        :type utility:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_huiCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">res</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span>
+
+<div class="viewcode-block" id="HMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="HMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="HMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="HMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="HMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">       &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="HMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+    
+<div class="viewcode-block" id="HMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>  <span class="c1"># includes separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>  <span class="c1"># to consider &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of huis:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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+             
+  <h1>Source code for PAMI.highUtilityPattern.basic.UPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UP-Growth is two-phase algorithm to mine High Utility Itemsets from transactional databases.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilityPattern.basic import UPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.UPGrowth(&quot;input.txt&quot;,35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             highUtilityPattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Spatial Frequent Patterns:&quot;, len(highUtilityPattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_UPItem</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to represent the UPItem</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        name: int</span>
+<span class="sd">            name of item</span>
+<span class="sd">        utility: int</span>
+<span class="sd">            utility of item</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">    getUtility()</span>
+<span class="sd">        method to get node utility</span>
+<span class="sd">    setUtility()</span>
+<span class="sd">        method to set node utility</span>
+<span class="sd">    getName()</span>
+<span class="sd">        method to get name of particular item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">utility</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="n">utility</span>
+
+    <span class="k">def</span> <span class="nf">getUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        method to get node utility</span>
+<span class="sd">        :return: Utility value of Node</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utility</span>
+
+    <span class="k">def</span> <span class="nf">setUtility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        method to set node utility</span>
+<span class="sd">        :param utility: the utility to set</span>
+<span class="sd">        :type utility: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="n">utility</span>
+
+    <span class="k">def</span> <span class="nf">getName</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        method to get name for particular item</span>
+<span class="sd">        :return: name of particular item</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span>
+
+
+<span class="k">class</span> <span class="nc">_UPNode</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class that represent UPNode</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId :int</span>
+<span class="sd">            name of the item</span>
+<span class="sd">        count: int</span>
+<span class="sd">            represent the count of items</span>
+<span class="sd">        nodeUtility: int</span>
+<span class="sd">            Represent the utility of current node</span>
+<span class="sd">        nodeLink: UPNode</span>
+<span class="sd">            represent the link to next node with same itemid</span>
+<span class="sd">        childs: list</span>
+<span class="sd">            link to next node with same item id (for the header table)</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getChildWithId( name):</span>
+<span class="sd">            method to get child node Return the immediate child of this node having a given name</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">itemId</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">nodeUtility</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">childs</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">nodeLink</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">parent</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">childs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">getChildWithId</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        method to get child node Return the immediate child of this node having a given name</span>
+<span class="sd">        :param name: represent id of item</span>
+<span class="sd">        :type name: int</span>
+<span class="sd">        :return: id of child node with same itemid</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">childs</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">child</span><span class="o">.</span><span class="n">itemId</span> <span class="o">==</span> <span class="n">name</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">child</span>
+        <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+
+
+<span class="k">class</span> <span class="nc">_UPTree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to represent UPTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        headerList: list</span>
+<span class="sd">            Lists of items in the header table</span>
+<span class="sd">        mapItemNodes: map</span>
+<span class="sd">            Maps that indicates the last node for each item using the node links</span>
+<span class="sd">        root : UPNode</span>
+<span class="sd">            root of the tree</span>
+<span class="sd">        mapItemToLastNode: map</span>
+<span class="sd">            List of pairs (item, Utility) of the header table</span>
+<span class="sd">        hasMoreThanOnePath :bool</span>
+<span class="sd">            Variable that indicate if the tree has more than one path</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction,rtu)</span>
+<span class="sd">            To add a transaction (for initial construction)</span>
+<span class="sd">        addLocalTransaction(localPath, pathUtility, mapItemToMinimumItemUtility, pathCount)</span>
+<span class="sd">            Add a transaction to the UP-Tree (for a local UP-Tree)</span>
+<span class="sd">        insertNewNode(currentLocalNode, itemName, nodeUtility)</span>
+<span class="sd">            Insert a new node in the UP-Tree as child of a parent node</span>
+<span class="sd">        createHeaderList(mapItemToTwu)</span>
+<span class="sd">            Method for creating the list of items in the header table, in descending order of TWU or path utility.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">hasMoreThanOnePath</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">mapItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">root</span> <span class="o">=</span> <span class="n">_UPNode</span><span class="p">()</span>
+    <span class="n">mapItemToLastNode</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hasMoreThanOnePath</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemToLastNode</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_UPNode</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">RTU</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to add new Transaction to tree</span>
+<span class="sd">        :param transaction: the reorganised transaction</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param RTU :reorganised transaction utility</span>
+<span class="sd">        :type RTU: int</span>
+<span class="sd">        :return: the number of transactions added</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">NumberOfNodes</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="c1"># for idx, item in enumerate(transaction):</span>
+        <span class="c1">#     itemName = item.name</span>
+        <span class="c1">#     child = currentNode.getChildWithId(itemName)</span>
+        <span class="c1">#     RemainingUtility += item.utility</span>
+        <span class="c1">#     if child == -1:</span>
+        <span class="c1">#         NumberOfNodes += 1</span>
+        <span class="c1">#         nodeUtility = RemainingUtility</span>
+        <span class="c1">#         currentNode = self.insertNewNode(currentNode, itemName, nodeUtility)</span>
+        <span class="c1">#     else:</span>
+        <span class="c1">#         child.count += 1</span>
+        <span class="c1">#         child.nodeUtility += RemainingUtility</span>
+        <span class="c1">#         currentNode = child</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+                <span class="n">RemainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="n">getUtility</span><span class="p">()</span>
+            <span class="n">itemName</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">name</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">getChildWithId</span><span class="p">(</span><span class="n">itemName</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">child</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">NumberOfNodes</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">RTU</span> <span class="o">-</span> <span class="n">RemainingUtility</span>
+                <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertNewNode</span><span class="p">(</span><span class="n">currentNode</span><span class="p">,</span> <span class="n">itemName</span><span class="p">,</span> <span class="n">nodeUtility</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNU</span> <span class="o">=</span> <span class="n">child</span><span class="o">.</span><span class="n">nodeUtility</span>
+                <span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">currentNU</span> <span class="o">+</span> <span class="p">(</span><span class="n">RTU</span> <span class="o">-</span> <span class="n">RemainingUtility</span><span class="p">)</span>
+                <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">nodeUtility</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">child</span>
+        <span class="k">return</span> <span class="n">NumberOfNodes</span>
+
+    <span class="k">def</span> <span class="nf">addLocalTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">localPath</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">pathUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">mapItemToMinimumItemutility</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">pathCount</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to add addLocalTransaction to tree</span>
+<span class="sd">        :param localPath: The path to insert</span>
+<span class="sd">        :type localPath: list</span>
+<span class="sd">        :param pathUtility: the Utility of path</span>
+<span class="sd">        :type pathUtility: int</span>
+<span class="sd">        :param mapItemToMinimumItemutility: the map storing minimum item utility</span>
+<span class="sd">        :type mapItemToMinimumItemutility: map</span>
+<span class="sd">        :param pathCount: the Path count</span>
+<span class="sd">        :type pathCount: int</span>
+<span class="sd">        :return: The number of nodes in the tree that have been added or removed from the tree</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentLocalNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">NumberOfNodes</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="c1"># for item in localPath:</span>
+        <span class="c1">#     RemainingUtility += mapItemToMinimumItemutility[item] * pathCount</span>
+        <span class="c1"># for item in localPath:</span>
+        <span class="c1">#     RemainingUtility -= mapItemToMinimumItemutility[item] * pathCount</span>
+        <span class="c1">#     child = currentLocalNode.getChildWithId(item)</span>
+        <span class="c1">#     if child == -1:</span>
+        <span class="c1">#         NumberOfNodes += 1</span>
+        <span class="c1">#         currentLocalNode = self.insertNewNode(currentLocalNode, item, pathUtility - RemainingUtility)</span>
+        <span class="c1">#     else:</span>
+        <span class="c1">#         child.count += 1</span>
+        <span class="c1">#         child.nodeUtility += (pathUtility - RemainingUtility)</span>
+        <span class="c1">#         currentLocalNode = child</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">localPath</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">localPath</span><span class="p">)):</span>
+                <span class="n">search</span> <span class="o">=</span> <span class="n">localPath</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+                <span class="n">RemainingUtility</span> <span class="o">+=</span> <span class="n">mapItemToMinimumItemutility</span><span class="p">[</span><span class="n">search</span><span class="p">]</span> <span class="o">*</span> <span class="n">pathCount</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">currentLocalNode</span><span class="o">.</span><span class="n">getChildWithId</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">child</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">NumberOfNodes</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">pathUtility</span> <span class="o">-</span> <span class="n">RemainingUtility</span>
+                <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">currentLocalNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertNewNode</span><span class="p">(</span><span class="n">currentLocalNode</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">nodeUtility</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNU</span> <span class="o">=</span> <span class="n">child</span><span class="o">.</span><span class="n">nodeUtility</span>
+                <span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">currentNU</span> <span class="o">+</span> <span class="p">(</span><span class="n">pathUtility</span> <span class="o">-</span> <span class="n">RemainingUtility</span><span class="p">)</span>
+                <span class="n">RemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">nodeUtility</span>
+                <span class="n">currentLocalNode</span> <span class="o">=</span> <span class="n">child</span>
+        <span class="k">return</span> <span class="n">NumberOfNodes</span>
+
+    <span class="k">def</span> <span class="nf">insertNewNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">currentlocalNode</span><span class="p">:</span> <span class="n">_UPNode</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">nodeUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_UPNode</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to Insert a new node in the UP-Tree as child of a parent node</span>
+<span class="sd">        :param currentlocalNode: The parent Node</span>
+<span class="sd">        :type currentlocalNode: UPNode</span>
+<span class="sd">        :param itemName: name of item in new Node</span>
+<span class="sd">        :type itemName: int</span>
+<span class="sd">        :param nodeUtility: Utility of new node</span>
+<span class="sd">        :type nodeUtility: int</span>
+<span class="sd">        :return: The newly created UPNode</span>
+<span class="sd">        :rtype: _UPNode</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">newNode</span> <span class="o">=</span> <span class="n">_UPNode</span><span class="p">()</span>
+        <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">itemName</span>
+        <span class="n">newNode</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">newNode</span><span class="o">.</span><span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">nodeUtility</span>
+        <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">currentlocalNode</span>
+        <span class="n">currentlocalNode</span><span class="o">.</span><span class="n">childs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">hasMoreThanOnePath</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentlocalNode</span><span class="o">.</span><span class="n">childs</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">hasMoreThanOnePath</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="k">if</span> <span class="n">itemName</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">:</span>
+            <span class="n">lastNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemToLastNode</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span>
+            <span class="n">lastNode</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemToLastNode</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemToLastNode</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">return</span> <span class="n">newNode</span>
+
+    <span class="k">def</span> <span class="nf">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mapItemToTwu</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method for creating the list of items in the header table, in descending order of TWU or path utility.</span>
+<span class="sd">        :param mapItemToTwu: the Utilities of each item</span>
+<span class="sd">        :type mapItemToTwu: map</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">headerList</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">mapItemToTwu</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="UPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">UPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   UP-Growth is two-phase algorithm to mine High Utility Itemsets from transactional databases.</span>
+
+<span class="sd">    :Reference:     Vincent S. Tseng, Cheng-Wei Wu, Bai-En Shie, and Philip S. Yu. 2010. UP-Growth: an efficient algorithm for high utility itemset mining.</span>
+<span class="sd">                    In Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD &#39;10).</span>
+<span class="sd">                    Association for Computing Machinery, New York, NY, USA, 253–262. DOI:https://doi.org/10.1145/1835804.1835839</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility patterns</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   The user given minUtil value.</span>
+<span class="sd">    :param candidateCount: int</span>
+<span class="sd">                   Number of candidates specified by user</span>
+<span class="sd">    :param maxMemory: int</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil</span>
+<span class="sd">        NumberOfNodes : int</span>
+<span class="sd">            Total number of nodes generated while building the tree</span>
+<span class="sd">        ParentNumberOfNodes : int</span>
+<span class="sd">           Total number of nodes required to build the parent tree</span>
+<span class="sd">        MapItemToMinimumUtility : map</span>
+<span class="sd">           A map to store the minimum utility of item in the database</span>
+<span class="sd">        phuis : list</span>
+<span class="sd">            A list to store the phuis</span>
+<span class="sd">        MapItemToTwu : map</span>
+<span class="sd">            A map to store the twu of each item in database</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        createLocalTree(tree, item)</span>
+<span class="sd">            A Method to Construct conditional pattern base</span>
+<span class="sd">        UPGrowth( tree, alpha)</span>
+<span class="sd">            A Method to Mine UP Tree recursively</span>
+<span class="sd">        PrintStats()</span>
+<span class="sd">            A Method to print number of phuis</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ---------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 UPGrowth &lt;inputFile&gt; &lt;outputFile&gt; &lt;Neighbours&gt; &lt;minUtil&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 UPGrowth sampleTDB.txt output.txt sampleN.txt 35</span>
+
+<span class="sd">    .. note:: maxMemory will be considered as Maximum memory used by this program for running</span>
+
+
+<span class="sd">    Sample run of importing the code:</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            from PAMI.highUtilityPattern.basic import UPGrowth as alg</span>
+
+<span class="sd">            obj=alg.UPGrowth(&quot;input.txt&quot;,35)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            highUtilityPattern = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Spatial Frequent Patterns:&quot;, len(highUtilityPattern))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -----------------------</span>
+<span class="sd">            The complete program was written by Pradeep pallikila under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_NumberOfNodes</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_ParentNumberOfNodes</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_MapItemToMinimumUtility</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_MapItemsetsToUtilities</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    <span class="n">_phuis</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_MapItemToTwu</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">timeStamp</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Utilities&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;UtilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">timeStamp</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="UPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">tree</span> <span class="o">=</span> <span class="n">_UPTree</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+            <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                <span class="n">Item</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">Item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transactionUtility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+            <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                <span class="n">Item</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">utility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">element</span> <span class="o">=</span> <span class="n">_UPItem</span><span class="p">(</span><span class="n">Item</span><span class="p">,</span> <span class="n">utility</span><span class="p">)</span>
+                    <span class="n">revisedTransaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+                    <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">utility</span>
+                    <span class="k">if</span> <span class="n">Item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">:</span>
+                        <span class="n">minItemUtil</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="n">minItemUtil</span> <span class="o">&gt;=</span> <span class="n">utility</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">=</span> <span class="n">utility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">=</span> <span class="n">utility</span>
+            <span class="n">revisedTransaction</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">name</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_ParentNumberOfNodes</span> <span class="o">+=</span> <span class="n">tree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">revisedTransaction</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">)</span>
+        <span class="n">tree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">)</span>
+        <span class="n">alpha</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1"># print(&quot;number of nodes in parent tree&quot;, self.ParentNumberOfNodes)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_UPGrowth</span><span class="p">(</span><span class="n">tree</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span>
+        <span class="c1"># self.phuis = sorted(self.phuis, key=lambda x: len(x))</span>
+        <span class="c1"># print(self.phuis[0:10])</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+            <span class="n">mapItemToUtility</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                <span class="n">Item</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">utility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToTwu</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">mapItemToUtility</span><span class="p">[</span><span class="n">Item</span><span class="p">]</span> <span class="o">=</span> <span class="n">utility</span>
+            <span class="k">for</span> <span class="n">itemset</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_phuis</span><span class="p">:</span>
+                <span class="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemset</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">utility</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemset</span><span class="p">:</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">mapItemToUtility</span><span class="p">:</span>
+                        <span class="n">utility</span> <span class="o">+=</span> <span class="n">mapItemToUtility</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                        <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">count</span> <span class="o">==</span> <span class="n">l</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemsetsToUtilities</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">itemset</span><span class="p">)]</span> <span class="o">+=</span> <span class="n">utility</span>
+
+        <span class="k">for</span> <span class="n">itemset</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_phuis</span><span class="p">:</span>
+            <span class="n">util</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemsetsToUtilities</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">itemset</span><span class="p">)]</span>
+            <span class="k">if</span> <span class="n">util</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemset</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">util</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;High Utility patterns were generated successfully using UPGrowth algorithm&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_UPGrowth</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tree</span><span class="p">:</span> <span class="n">_UPTree</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Mine UP Tree recursively</span>
+<span class="sd">        :param tree: UPTree to mine</span>
+<span class="sd">        :type tree: UPTree</span>
+<span class="sd">        :param alpha: prefix itemset</span>
+<span class="sd">        :type alpha: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">headerList</span><span class="p">):</span>
+            <span class="n">localTree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_createLocalTree</span><span class="p">(</span><span class="n">tree</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span>
+            <span class="n">node</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">ItemTotalUtility</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">while</span> <span class="n">node</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">ItemTotalUtility</span> <span class="o">+=</span> <span class="n">node</span><span class="o">.</span><span class="n">nodeUtility</span>
+                <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">nodeLink</span>
+            <span class="k">if</span> <span class="n">ItemTotalUtility</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">beta</span> <span class="o">=</span> <span class="n">alpha</span> <span class="o">+</span> <span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_phuis</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">beta</span><span class="p">)</span>
+                <span class="c1"># str1 = &#39; &#39;.join(map(str, beta))</span>
+                <span class="c1"># self.finalPatterns[str1] = ItemTotalUtility</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">localTree</span><span class="o">.</span><span class="n">headerList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_UPGrowth</span><span class="p">(</span><span class="n">localTree</span><span class="p">,</span> <span class="n">beta</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_createLocalTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tree</span><span class="p">:</span> <span class="n">_UPTree</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_UPTree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to Construct conditional pattern base</span>
+<span class="sd">        :param tree: the UPtree</span>
+<span class="sd">        :type tree: UP Tree</span>
+<span class="sd">        :param item: item that need to construct conditional patterns</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :return: the conditional pattern based UPTree</span>
+<span class="sd">        :rtype: _UPTree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">prefixPaths</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">path</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+        <span class="n">itemPathUtility</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">while</span> <span class="n">path</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="n">nodeUtility</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">nodeUtility</span>
+            <span class="k">if</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">prefixPath</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+                <span class="n">ParentNode</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span>
+                <span class="k">while</span> <span class="n">ParentNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ParentNode</span><span class="p">)</span>
+                    <span class="n">itemName</span> <span class="o">=</span> <span class="n">ParentNode</span><span class="o">.</span><span class="n">itemId</span>
+                    <span class="k">if</span> <span class="n">itemName</span> <span class="ow">in</span> <span class="n">itemPathUtility</span><span class="p">:</span>
+                        <span class="n">itemPathUtility</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span> <span class="o">+=</span> <span class="n">nodeUtility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemPathUtility</span><span class="p">[</span><span class="n">itemName</span><span class="p">]</span> <span class="o">=</span> <span class="n">nodeUtility</span>
+                    <span class="n">ParentNode</span> <span class="o">=</span> <span class="n">ParentNode</span><span class="o">.</span><span class="n">parent</span>
+                <span class="n">prefixPaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefixPath</span><span class="p">)</span>
+            <span class="n">path</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">nodeLink</span>
+        <span class="n">localTree</span> <span class="o">=</span> <span class="n">_UPTree</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">prefixPath</span> <span class="ow">in</span> <span class="n">prefixPaths</span><span class="p">:</span>
+            <span class="n">pathUtility</span> <span class="o">=</span> <span class="n">prefixPath</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">nodeUtility</span>
+            <span class="n">pathCount</span> <span class="o">=</span> <span class="n">prefixPath</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">count</span>
+            <span class="n">localPath</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefixPath</span><span class="p">)):</span>
+                <span class="n">node</span> <span class="o">=</span> <span class="n">prefixPath</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemPathUtility</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="n">localPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">pathUtility</span> <span class="o">-=</span> <span class="n">pathCount</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span>
+            <span class="n">localPath</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">localPath</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">itemPathUtility</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_NumberOfNodes</span> <span class="o">+=</span> <span class="n">localTree</span><span class="o">.</span><span class="n">addLocalTransaction</span><span class="p">(</span><span class="n">localPath</span><span class="p">,</span> <span class="n">pathUtility</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MapItemToMinimumUtility</span><span class="p">,</span>
+                                                                <span class="n">pathCount</span><span class="p">)</span>
+        <span class="n">localTree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="n">itemPathUtility</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">localTree</span>
+
+<div class="viewcode-block" id="UPGrowth.PrintStats">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.PrintStats">[docs]</a>
+    <span class="k">def</span> <span class="nf">PrintStats</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to print number of phuis</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of PHUIS are &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_phuis</span><span class="p">)))</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">       &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="UPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPGrowth</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/Utility_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="mi">50000</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/UPGrowth_output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/abstract.html b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/abstract.html
new file mode 100644
index 000000000..5068a1f87
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.highUtilitySpatialPattern.abstract</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilitySpatialPattern.abstract</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">ABC</span><span class="p">,</span> <span class="n">abstractmethod</span>
+<span class="kn">import</span> <span class="nn">time</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">csv</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span> <span class="k">as</span> <span class="n">c</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">os.path</span>
+<span class="kn">import</span> <span class="nn">psutil</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+
+
+<div class="viewcode-block" id="utilityPatterns">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">utilityPatterns</span><span class="p">(</span><span class="n">ABC</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   This abstract base class defines the variables and methods that every frequent pattern mining algorithm must</span>
+<span class="sd">        employ in PAMI</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        minUtil: integer </span>
+<span class="sd">            The user can specify minUtil either in count</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the algorithm</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the algorithm</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Calling this function will start the actual mining process</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            This function will output all interesting patterns discovered by an algorithm</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            This function will store the discovered patterns in an output file specified by the user</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            The function outputs the patterns generated by an algorithm as a data frame</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            This function outputs the total amount of USS memory consumed by a mining algorithm</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            This function outputs the total amount of RSS memory consumed by a mining algorithm</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            This function outputs the total runtime of a mining algorithm</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        :param iFile: Input file name or path of the input file</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param nFile: Input file name or path of the neighbourhood file</span>
+<span class="sd">        :type nFile: str</span>
+<span class="sd">        :param minUtil: The user can specify minUtil in count </span>
+<span class="sd">        :type minUtil: int </span>
+<span class="sd">        :param sep: separator used to distinguish items from each other. The default separator is tab space. However, users can override the default separator</span>
+<span class="sd">        :type sep: str</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nFile</span> <span class="o">=</span> <span class="n">nFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span> <span class="o">=</span> <span class="n">minUtil</span>
+
+<div class="viewcode-block" id="utilityPatterns.iFile">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.iFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">iFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the input file path/file name&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.nFile">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.nFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">nFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the neighbourhood file path/file name&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.minUtil">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.minUtil">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">minUtil</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the user-specified minimum support value&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.startTime">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startTime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the start time of the mining process&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.endTime">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.endTime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">endTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the end time of the complete program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.memoryUSS">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">memoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store USS memory consumed by the program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.memoryRSS">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">memoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store RSS memory consumed by the program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.finalPatterns">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.finalPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">finalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the complete set of patterns in a dictionary&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.oFile">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.oFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">oFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the name of the output file to store the complete set of frequent patterns&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.startMine">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startMine">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Code for the mining process will start from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getPatterns">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns generated will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.save">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.save">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be saved in to an output file from this function</span>
+
+<span class="sd">        :param oFile: Name of the output file</span>
+<span class="sd">        :type oFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatternsAsDataFrame">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to data frame from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getMemoryUSS">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getMemoryRSS">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="utilityPatterns.getRuntime">
+<a class="viewcode-back" href="../../../PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getRuntime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of runtime taken by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.highUtilitySpatialPattern.basic.HDSHUIM</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilitySpatialPattern.basic.HDSHUIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Spatial High Utility ItemSet Mining (SHUIM) [3] is an important model in data</span>
+<span class="c1"># mining with many real-world applications. It involves finding all spatially interesting itemSets having high value</span>
+<span class="c1"># in a quantitative spatio-temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilitySpatialPattern.basic import HDSHUIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.HDSHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Spatial High-Utility Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilitySpatialPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="k">class</span> <span class="nc">_Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represents an Element of a utility list as used by the HDSHUIM algorithm.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        ts : int</span>
+<span class="sd">            keep tact of transaction id</span>
+<span class="sd">        snu : int</span>
+<span class="sd">            Spatial non-closed itemSet utility</span>
+<span class="sd">        remainingUtility : int</span>
+<span class="sd">            Spatial non-closed remaining utility</span>
+<span class="sd">        pu : int</span>
+<span class="sd">            prefix utility</span>
+<span class="sd">        prevPos: int</span>
+<span class="sd">            position of previous item in the list</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ts</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">snu</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">remainingUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">pu</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">prevPos</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ts</span> <span class="o">=</span> <span class="n">ts</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">snu</span> <span class="o">=</span> <span class="n">snu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainingUtility</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pu</span> <span class="o">=</span> <span class="n">pu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">prevPos</span> <span class="o">=</span> <span class="n">prevPos</span>
+
+
+<span class="k">class</span> <span class="nc">_CUList</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class represents a UtilityList as used by the HDSHUIM algorithm.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            item </span>
+<span class="sd">        sumSnu: long</span>
+<span class="sd">            the sum of item utilities</span>
+<span class="sd">        sumRemainingUtility: long</span>
+<span class="sd">            the sum of remaining utilities</span>
+<span class="sd">        sumCu : long</span>
+<span class="sd">            the sum of closed utilities</span>
+<span class="sd">        sumCru: long</span>
+<span class="sd">            the sum of closed remaining utilities</span>
+<span class="sd">        sumCpu: long</span>
+<span class="sd">            the sum of closed prefix utilities</span>
+<span class="sd">        elements: list</span>
+<span class="sd">            the list of elements </span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addElement(element)</span>
+<span class="sd">            Method to add an element to this utility list and update the sums at the same time.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addElements</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">element</span><span class="p">:</span> <span class="n">_Element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to add new element to CUList</span>
+
+<span class="sd">        :param element: element to be added to CUList</span>
+<span class="sd">        :type element: Element</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">snu</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">element</span><span class="o">.</span><span class="n">remainingUtility</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Pair</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent an item and its utility in a transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="HDSHUIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM">[docs]</a>
+<span class="k">class</span> <span class="nc">HDSHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">        Spatial High Utility ItemSet Mining (SHUIM) [3] is an important model in data</span>
+<span class="sd">        mining with many real-world applications. It involves finding all spatially interesting itemSets having high value </span>
+<span class="sd">        in a quantitative spatio temporal database.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">        P. Pallikila et al., &quot;Discovering Top-k Spatial High Utility Itemsets in Very Large Quantitative Spatiotemporal </span>
+<span class="sd">        databases,&quot; 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 4925-4935,</span>
+<span class="sd">        doi: 10.1109/BigData52589.2021.9671912.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   Minimum utility threshold given by User</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        nFile: str</span>
+<span class="sd">           Name of Neighbourhood items file</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil</span>
+<span class="sd">        mapFMAP: list</span>
+<span class="sd">            EUCS map of the FHM algorithm</span>
+<span class="sd">        candidates: int</span>
+<span class="sd">            candidates generated</span>
+<span class="sd">        huiCnt: int</span>
+<span class="sd">            huis created</span>
+<span class="sd">        neighbors: map</span>
+<span class="sd">            keep track of neighbours of elements</span>
+<span class="sd">        mapOfPMU: map</span>
+<span class="sd">            a map to keep track of Probable Maximum utility(PMU) of each item</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">            getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">            save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">            constructCUL(x, compactUList, st, minUtil, length, exNeighbours)</span>
+<span class="sd">                A method to construct CUL&#39;s database</span>
+<span class="sd">            getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">            Explore_SearchTree(prefix, uList, exNeighbours, minUtil)</span>
+<span class="sd">                A method to find all high utility itemSets</span>
+<span class="sd">            updateClosed(x, compactUList, st, exCul, newT, ex, eyTs, length)</span>
+<span class="sd">                A method to update closed values</span>
+<span class="sd">            saveItemSet(prefix, prefixLen, item, utility)</span>
+<span class="sd">               A method to save itemSets</span>
+<span class="sd">            updateElement(z, compactUList, st, exCul, newT, ex, duPrevPos, eyTs)</span>
+<span class="sd">               A method to updates vales for duplicates</span>
+
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 HDSHUIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;Neighbours&gt; &lt;minUtil&gt; &lt;separator&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 HDSHUIM.py sampleTDB.txt output.txt sampleN.txt 35 &#39;,&#39;</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ---------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">        </span>
+<span class="sd">            from PAMI.highUtilityGeoreferencedFrequentPattern.basic import HDSHUIM as alg</span>
+
+<span class="sd">            obj=alg.HDSHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Spatial High-Utility Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by B.Sai Chitra under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">            </span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">nFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_huiCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidates</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_compareItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o1</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">o2</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Function that sort all FFI-list in ascending order of Support</span>
+
+<span class="sd">        :param o1: First FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :param o2: Second FFI-list</span>
+
+<span class="sd">        :type o1: _FFList</span>
+
+<span class="sd">        :return: Comparision Value</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compare</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="p">[</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="p">[</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">compare</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">o1</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="nb">int</span><span class="p">(</span><span class="n">o2</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">compare</span>
+
+<div class="viewcode-block" id="HDSHUIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+
+<div class="viewcode-block" id="HDSHUIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">minUtil</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file1</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">file1</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">parts</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">neigh1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)):</span>
+                    <span class="n">neigh1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">neigh1</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">file</span><span class="p">:</span>
+                <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                <span class="n">itemString</span> <span class="o">=</span> <span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">utilityString</span> <span class="o">=</span> <span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">transUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="n">trans1</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemString</span><span class="p">)):</span>
+                    <span class="n">trans1</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">itemString</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemString</span><span class="p">)):</span>
+                    <span class="n">item</span> <span class="o">=</span> <span class="n">itemString</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">twu</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">twu</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">twu</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">twu</span> <span class="o">+=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">twu</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="n">neighbours2</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
+                    <span class="k">for</span> <span class="n">item2</span> <span class="ow">in</span> <span class="n">neighbours2</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item2</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="p">[</span><span class="n">item2</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="p">[</span><span class="n">item2</span><span class="p">]</span> <span class="o">+=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+
+        <span class="n">listOfCUList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">hashTable</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">mapItemsToCUList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minUtil</span><span class="p">:</span>
+                <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">uList</span>
+                <span class="n">listOfCUList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uList</span><span class="p">)</span>
+        <span class="n">listOfCUList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+        <span class="n">ts</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">file</span><span class="p">:</span>
+                <span class="n">parts</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="p">(</span><span class="n">parts</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">newTwu</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">txKey</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">revisedTrans</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                    <span class="n">pair</span> <span class="o">=</span> <span class="n">_Pair</span><span class="p">()</span>
+                    <span class="n">pair</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">pair</span><span class="o">.</span><span class="n">utility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minUtil</span><span class="p">:</span>
+                        <span class="n">revisedTrans</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+                        <span class="n">txKey</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                        <span class="n">newTwu</span> <span class="o">+=</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span>
+                <span class="n">revisedTrans</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compareItems</span><span class="p">))</span>
+                <span class="n">txKey1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">txKey</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">txKey1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">hashTable</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="n">hashTable</span><span class="p">[</span><span class="n">txKey1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                            <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                            <span class="n">cuListOfItems</span> <span class="o">=</span> <span class="n">mapItemsToCUList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                            <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ts</span><span class="p">,</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span><span class="p">,</span> <span class="n">ru</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">element</span><span class="o">.</span><span class="n">prevPos</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">element</span><span class="o">.</span><span class="n">prevPos</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                            <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">addElements</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+                            <span class="n">ru</span> <span class="o">+=</span> <span class="n">pair</span><span class="o">.</span><span class="n">utility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">pos</span> <span class="o">=</span> <span class="n">hashTable</span><span class="p">[</span><span class="n">txKey1</span><span class="p">]</span>
+                        <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+                        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                            <span class="n">cuListOfItems</span> <span class="o">=</span> <span class="n">mapItemsToCUList</span><span class="p">[</span><span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                            <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">snu</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                            <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">ru</span>
+                            <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                            <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">ru</span>
+                            <span class="n">ru</span> <span class="o">+=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">utility</span>
+                            <span class="n">pos</span> <span class="o">=</span> <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">prevPos</span>
+                <span class="c1"># EUCS</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">pair</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">mapFMAPItem</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">mapFMAPItem</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">mapFMAPItem</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="p">[</span><span class="n">pair</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">mapFMAPItem</span>
+                    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">revisedTrans</span><span class="p">)):</span>
+                        <span class="n">pairAfter</span> <span class="o">=</span> <span class="n">revisedTrans</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                        <span class="n">twuSUm</span> <span class="o">=</span> <span class="n">mapFMAPItem</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">twuSUm</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                            <span class="n">mapFMAPItem</span><span class="p">[</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newTwu</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">mapFMAPItem</span><span class="p">[</span><span class="n">pairAfter</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">twuSUm</span> <span class="o">+</span> <span class="n">newTwu</span>
+                <span class="n">ts</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">exNeighbours</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapOfPMU</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="c1"># print(self.Neighbours)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_ExploreSearchTree</span><span class="p">([],</span> <span class="n">listOfCUList</span><span class="p">,</span> <span class="n">exNeighbours</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_ExploreSearchTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">uList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">exNeighbours</span><span class="p">:</span> <span class="nb">set</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to find all high utility itemSets</span>
+<span class="sd">        :parm prefix: it represents all items in prefix</span>
+<span class="sd">        :type prefix :list</span>
+<span class="sd">        :parm uList:projected Utility list.</span>
+<span class="sd">        :type uList: list</span>
+<span class="sd">        :parm exNeighbours: keep track of common Neighbours</span>
+<span class="sd">        :type exNeighbours: set</span>
+<span class="sd">        :parm minUtil:user minUtil</span>
+<span class="sd">        :type minUtil:int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">uList</span><span class="p">)):</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">uList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exNeighbours</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_candidates</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">sortedPrefix</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">sortedPrefix</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="n">sortedPrefix</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">&gt;=</span> <span class="n">minUtil</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">exNeighbours</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumRemainingUtility</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">&gt;=</span> <span class="n">minUtil</span><span class="p">:</span>  <span class="c1"># U-Prune # and (x.item in exNeighbours)):</span>
+                <span class="n">ULIST</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">uList</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="p">(</span><span class="n">uList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">exNeighbours</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span>
+                            <span class="n">uList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">)):</span>
+                        <span class="n">ULIST</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uList</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+                <span class="n">exULs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_constructCUL</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">ULIST</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">sortedPrefix</span><span class="p">),</span> <span class="n">exNeighbours</span><span class="p">)</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">exNeighbours</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">set1</span> <span class="o">=</span> <span class="n">exNeighbours</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_neighbors</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">))</span>
+                    <span class="k">if</span> <span class="n">exULs</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">set1</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">continue</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_ExploreSearchTree</span><span class="p">(</span><span class="n">sortedPrefix</span><span class="p">,</span> <span class="n">exULs</span><span class="p">,</span> <span class="n">set1</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_constructCUL</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="n">_Element</span><span class="p">,</span> <span class="n">compactUList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">st</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">length</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">exNeighbours</span><span class="p">:</span> <span class="nb">set</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to construct CUL&#39;s database</span>
+<span class="sd">        :parm x: Compact utility list</span>
+<span class="sd">        :type x: Node</span>
+<span class="sd">        :parm compactUList:list of Compact utility lists.</span>
+<span class="sd">        :type compactUList:list</span>
+<span class="sd">        :parm st: starting pos of compactUList</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm minUtil: user minUtil</span>
+<span class="sd">        :type minUtil:int</span>
+<span class="sd">        :parm length: length of x</span>
+<span class="sd">        :type length:int</span>
+<span class="sd">        :parm exNeighbours: common Neighbours</span>
+<span class="sd">        :type exNeighbours: set</span>
+<span class="sd">        :return: projected database of list X</span>
+<span class="sd">        :rtype: list or set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">exCul</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lau</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">cUtil</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">eyTs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)):</span>
+            <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">compactUList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">exCul</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uList</span><span class="p">)</span>
+            <span class="n">lau</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">cUtil</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">eyTs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+        <span class="n">sz</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)</span> <span class="o">-</span> <span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">exSZ</span> <span class="o">=</span> <span class="n">sz</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)):</span>
+            <span class="n">mapOfTWUF</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapFMAP</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">mapOfTWUF</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">twuf</span> <span class="o">=</span> <span class="n">mapOfTWUF</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">compactUList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">twuf</span> <span class="o">!=</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">twuf</span> <span class="o">&lt;</span> <span class="n">minUtil</span> <span class="ow">or</span> <span class="p">(</span><span class="ow">not</span> <span class="p">(</span><span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">exNeighbours</span><span class="p">)):</span>
+                    <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+                    <span class="n">exSZ</span> <span class="o">=</span> <span class="n">sz</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">uList</span> <span class="o">=</span> <span class="n">_CUList</span><span class="p">(</span><span class="n">compactUList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">uList</span>
+                    <span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumRemainingUtility</span>
+                    <span class="n">cUtil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCru</span>
+        <span class="n">hashTable</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">ex</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">elements</span><span class="p">:</span>
+            <span class="n">newT</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">eyList</span> <span class="o">=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">elements</span>
+                <span class="k">while</span> <span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">eyList</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eyList</span><span class="p">[</span><span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">ts</span> <span class="o">&lt;</span> <span class="n">ex</span><span class="o">.</span><span class="n">ts</span><span class="p">:</span>
+                    <span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">eyList</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eyList</span><span class="p">[</span><span class="n">eyTs</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">ts</span> <span class="o">==</span> <span class="n">ex</span><span class="o">.</span><span class="n">ts</span><span class="p">:</span>
+                    <span class="n">newT</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">remainingUtility</span>
+                    <span class="k">if</span> <span class="n">lau</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">minUtil</span><span class="p">:</span>
+                        <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+                        <span class="n">exSZ</span> <span class="o">=</span> <span class="n">exSZ</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">==</span> <span class="n">exSZ</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_updateClosed</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">compactUList</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">exCul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">eyTs</span><span class="p">,</span> <span class="n">length</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">ru</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="n">newT1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">newT1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">hashTable</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">hashTable</span><span class="p">[</span><span class="n">newT1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                        <span class="n">cuListOfItems</span> <span class="o">=</span> <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                        <span class="n">y</span> <span class="o">=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">eyTs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span><span class="p">]]]</span>
+                        <span class="n">element</span> <span class="o">=</span> <span class="n">_Element</span><span class="p">(</span><span class="n">ex</span><span class="o">.</span><span class="n">ts</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">+</span> <span class="n">y</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span><span class="p">,</span> <span class="n">ru</span><span class="p">,</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">prevPos</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">element</span><span class="o">.</span><span class="n">prevPos</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                        <span class="n">cuListOfItems</span><span class="o">.</span><span class="n">addElements</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>
+                        <span class="n">ru</span> <span class="o">+=</span> <span class="n">y</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">dPrevPos</span> <span class="o">=</span> <span class="n">hashTable</span><span class="p">[</span><span class="n">newT1</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_updateElement</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">compactUList</span><span class="p">,</span> <span class="n">st</span><span class="p">,</span> <span class="n">exCul</span><span class="p">,</span> <span class="n">newT</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">dPrevPos</span><span class="p">,</span> <span class="n">eyTs</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)):</span>
+                <span class="n">cUtil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">cUtil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">+</span> <span class="n">ex</span><span class="o">.</span><span class="n">remainingUtility</span>
+        <span class="n">filter_compactUList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">st</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">compactUList</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">cUtil</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">minUtil</span> <span class="ow">or</span> <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">length</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">-</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCpu</span>
+                    <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCru</span>
+                    <span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">sumCu</span>
+                <span class="n">filter_compactUList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exCul</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">filter_compactUList</span>
+
+    <span class="k">def</span> <span class="nf">_updateClosed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="n">_Element</span><span class="p">,</span> <span class="n">compactUList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">st</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">exCul</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">newT</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">ex</span><span class="p">:</span> <span class="n">_Element</span><span class="p">,</span> <span class="n">eyTs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">length</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to update closed values</span>
+<span class="sd">        :parm x: Compact utility list.</span>
+<span class="sd">        :type x: list</span>
+<span class="sd">        :parm compactUList:list of Compact utility lists.</span>
+<span class="sd">        :type compactUList:list</span>
+<span class="sd">        :parm st: starting pos of compactUList</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm newT:transaction to be updated</span>
+<span class="sd">        :type newT:list</span>
+<span class="sd">        :parm ex: element ex</span>
+<span class="sd">        :type ex:element</span>
+<span class="sd">        :parm eyTs:list of tss</span>
+<span class="sd">        :type eyTs:ts</span>
+<span class="sd">        :parm length: length of x</span>
+<span class="sd">        :type length:int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span>
+            <span class="n">eyy</span> <span class="o">=</span> <span class="n">ey</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">eyTs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]]</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCru</span> <span class="o">+=</span> <span class="n">remainingUtility</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumCpu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span>
+            <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainingUtility</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+
+    <span class="k">def</span> <span class="nf">_updateElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">z</span><span class="p">:</span> <span class="n">_Element</span><span class="p">,</span> <span class="n">compactUList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">st</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">exCul</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_CUList</span><span class="p">],</span> <span class="n">newT</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">ex</span><span class="p">:</span> <span class="n">_Element</span><span class="p">,</span> <span class="n">duPrevPos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">eyTs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to updates vales for duplicates</span>
+<span class="sd">        :parm z: Compact utility list</span>
+<span class="sd">        :type z: list</span>
+<span class="sd">        :parm compactUList:list of Compact utility lists</span>
+<span class="sd">        :type compactUList:list</span>
+<span class="sd">        :parm st: starting pos of compactUList</span>
+<span class="sd">        :type st:int</span>
+<span class="sd">        :parm exCul:list of compactUList</span>
+<span class="sd">        :type exCul:list</span>
+<span class="sd">        :parm newT:transaction to be updated</span>
+<span class="sd">        :type newT:list</span>
+<span class="sd">        :parm ex: element ex</span>
+<span class="sd">        :type ex:element</span>
+<span class="sd">        :parm duPrevPos: position of z in exCul</span>
+<span class="sd">        :type duPrevPos:int</span>
+<span class="sd">        :parm eyTs:list of tss</span>
+<span class="sd">        :type eyTs:ts</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">pos</span> <span class="o">=</span> <span class="n">duPrevPos</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newT</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">ey</span> <span class="o">=</span> <span class="n">compactUList</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span>
+            <span class="n">eyy</span> <span class="o">=</span> <span class="n">ey</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">eyTs</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]]</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">snu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumSnu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">remainingUtility</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">remainingUtility</span>
+            <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">pu</span> <span class="o">+=</span> <span class="n">ex</span><span class="o">.</span><span class="n">snu</span>
+            <span class="n">remainingUtility</span> <span class="o">=</span> <span class="n">remainingUtility</span> <span class="o">+</span> <span class="n">eyy</span><span class="o">.</span><span class="n">snu</span> <span class="o">-</span> <span class="n">ex</span><span class="o">.</span><span class="n">pu</span>
+            <span class="n">pos</span> <span class="o">=</span> <span class="n">exCul</span><span class="p">[</span><span class="n">newT</span><span class="p">[</span><span class="n">j</span><span class="p">]]</span><span class="o">.</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">prevPos</span>
+
+    <span class="k">def</span> <span class="nf">_saveItemSet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">prefixLen</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         A method to save itemSets</span>
+<span class="sd">        :parm prefix: it represents all items in prefix</span>
+<span class="sd">        :type prefix :list</span>
+<span class="sd">        :parm item:item</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :parm utility:utility of itemSet</span>
+<span class="sd">        :type utility:int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_huiCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">prefixLen</span><span class="p">):</span>
+            <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="n">res</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">res1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">res</span><span class="p">]</span> <span class="o">=</span> <span class="n">res1</span>
+
+<div class="viewcode-block" id="HDSHUIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="HDSHUIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>  <span class="c1"># to  include a user specified separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HDSHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>  <span class="c1"># to consider &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HDSHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High-Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">500000</span><span class="p">]:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">HDSHUIM</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/mushroom_main_2000.txt&#39;</span><span class="p">,</span>
+                    <span class="s1">&#39;/Users/Likhitha/Downloads/mushroom_neighbors_2000.txt&#39;</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/basic/SHUIM.html
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+      <li class="breadcrumb-item active">PAMI.highUtilitySpatialPattern.basic.SHUIM</li>
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+  <h1>Source code for PAMI.highUtilitySpatialPattern.basic.SHUIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Spatial High Utility itemSet Mining (SHUIM) aims to discover all itemSets in a spatioTemporal database</span>
+<span class="c1"># that satisfy the user-specified minimum utility and maximum distance constraints</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilitySpatialPattern.basic import SHUIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.SHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Spatial high utility Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilitySpatialPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">TypeVar</span>
+<span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">cmp_to_key</span> <span class="k">as</span> <span class="n">_cmpToKey</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilities of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        pmus: list</span>
+<span class="sd">            represent the pmu (probable maximum utility) of each element in the transaction</span>
+<span class="sd">        prefixUtility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transactions</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE):</span>
+<span class="sd">            A method to create new Transaction from existing till offsetE</span>
+<span class="sd">        getItems():</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities():</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getPmus():</span>
+<span class="sd">            return pmus in transaction</span>
+<span class="sd">        getLastPosition():</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems():</span>
+<span class="sd">            A method to remove items with low Utility than minUtil</span>
+<span class="sd">        insertionSort():</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">Self</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s2">&quot;Self&quot;</span><span class="p">,</span> <span class="n">bound</span><span class="o">=</span><span class="s2">&quot;_Transaction&quot;</span><span class="p">)</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">utilities</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">transactionUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">pmus</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+        <span class="k">if</span> <span class="n">pmus</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span> <span class="o">=</span> <span class="n">pmus</span>
+
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Self</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing till offsetE</span>
+
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_transaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">new_transaction</span>
+
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">getPmus</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return pmus in transaction</span>
+<span class="sd">        :return: pmus in transaction</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span>
+
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+<span class="sd">        :return: utilities in transaction</span>
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span>
+
+    <span class="c1"># get the last position in this transaction</span>
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        :return: last position in a transaction</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items with low Utility than minUtil</span>
+
+<span class="sd">        :param oldNamesToNewNames: A map represent old names to new names</span>
+
+<span class="sd">        :type oldNamesToNewNames: map</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span>
+
+
+<span class="k">class</span> <span class="nc">_Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        transactions :</span>
+<span class="sd">            the list of transactions in this dataset</span>
+<span class="sd">        maxItem:</span>
+<span class="sd">            the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">    :methods:</span>
+
+<span class="sd">        createTransaction(line):</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem():</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions():</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetpath</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetpath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">line</span><span class="p">))</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">line</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Transaction</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+
+<span class="sd">        :param line: represent a single line of database</span>
+<span class="sd">        :type line: string</span>
+<span class="sd">        :return : Transaction.</span>
+<span class="sd">        :rtype: Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+        <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="n">pmuString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">pmus</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">)</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">item_int</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">item_int</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">item_int</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item_int</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+            <span class="n">pmus</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">pmuString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmus</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+
+<span class="sd">        :return: the largest item in the list</span>
+
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span>
+
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+
+<span class="sd">        :return: the list of transactions stored in the database</span>
+
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span>
+
+
+<div class="viewcode-block" id="SHUIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM">[docs]</a>
+<span class="k">class</span> <span class="nc">SHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">       Spatial High Utility itemSet Mining (SHUIM) aims to discover all itemSets in a spatioTemporal database</span>
+<span class="sd">       that satisfy the user-specified minimum utility and maximum distance constraints</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">        Rage, Uday &amp; Veena, Pamalla &amp; Penugonda, Ravikumar &amp; Raj, Bathala &amp; Dao, Minh &amp; Zettsu, Koji &amp; Bommisetti, Sai. </span>
+<span class="sd">        (2023). HDSHUI-miner: a novel algorithm for discovering spatial high-utility itemsets in high-dimensional </span>
+<span class="sd">        spatiotemporal databases. Applied Intelligence. 53. 1-26. 10.1007/s10489-022-04436-w.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   The user can specify minSup either in count or proportion of database size. If the program detects the data type of minSup is integer, then it treats minSup is expressed in count. Otherwise, it will be treated as float.</span>
+<span class="sd">    :param maxPer: float :</span>
+<span class="sd">                   The user can specify maxPer in count or proportion of database size. If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   Minimum utility threshold given by User</span>
+<span class="sd">    :param maxMemory: int :</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param candidateCount: int :</span>
+<span class="sd">                   Number of candidates to consider when calculating a high utility spatial pattern</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        nFile : file</span>
+<span class="sd">            Name of the Neighbours file that contain neighbours of items</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil</span>
+<span class="sd">        highUtilityItemSets: map</span>
+<span class="sd">            set of high utility itemSets</span>
+<span class="sd">        candidateCount: int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU: list</span>
+<span class="sd">             A map to hold the pmu values of the items in database</span>
+<span class="sd">        utilityBinArraySU: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        newNamesToOldNames: list</span>
+<span class="sd">            A map to store the old name corresponding to new name</span>
+<span class="sd">        Neighbours : map</span>
+<span class="sd">            A dictionary to store the neighbours of a item</span>
+<span class="sd">        maxMemory:Maximum memory used by this program for running</span>
+<span class="sd">        patternCount: int</span>
+<span class="sd">            Number of SHUI&#39;s</span>
+<span class="sd">        itemsToKeep: list</span>
+<span class="sd">            keep only the promising items ie items having twu &gt;= minUtil</span>
+<span class="sd">        itemsToExplore: list</span>
+<span class="sd">            keep items that subtreeUtility grater than minUtil</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        calculateNeighbourIntersection(self, prefixLength)</span>
+<span class="sd">               A method to return common Neighbours of items</span>
+<span class="sd">        backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the SHUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</span>
+<span class="sd">               A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method ave a high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        _isEqual(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        intersection(lst1, lst2)</span>
+<span class="sd">               A method that return the intersection of 2 list</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              Scan the initial database to calculate the subtree utility of each items using a utility-bin array</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        sort_transaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to scan the database using utility bin array to calculate the pmus                   </span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ---------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 SHUIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;Neighbours&gt; &lt;minUtil&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 SHUIM.py sampleTDB.txt output.txt sampleN.txt 35</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">         </span>
+<span class="sd">            from PAMI.highUtilitySpatialPattern.basic import SHUIM as alg</span>
+
+<span class="sd">            obj=alg.SHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Spatial high utility Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">         The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_highUtilityItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_Neighbours</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5000</span>
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">nFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SHUIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="n">_Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">o</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">line_split</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+                <span class="n">line_split</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line_split</span><span class="p">]</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">lst</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line_split</span><span class="p">)):</span>
+                    <span class="n">lst</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">lst</span>
+        <span class="n">o</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+        <span class="c1">#print(len(self._Neighbours))</span>
+        <span class="n">InitialMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+        <span class="n">currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="n">currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">emptyTransactionCount</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">commonitems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">maxItem</span><span class="p">):</span>
+            <span class="n">commonitems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="n">finalMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">finalMemory</span> <span class="o">-</span> <span class="n">InitialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+        <span class="k">if</span> <span class="n">memory</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">=</span> <span class="n">memory</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">],</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">itemsToExplore</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the SHUIs Recursively</span>
+
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="n">initialMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_isEqual</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">)</span>
+            <span class="n">neighbourhoodList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculateNeighbourIntersection</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">neighbourhoodList</span><span class="p">)</span>
+            <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                        <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_backtrackingEFIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">finalMemory</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">finalMemory</span> <span class="o">-</span> <span class="n">initialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">&lt;</span> <span class="n">memory</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_maxMemory</span> <span class="o">=</span> <span class="n">memory</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">],</span> <span class="n">j</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">neighbourhoodList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the subtree utility and local utility of all items that can extend itemSet P U {e}</span>
+
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list</span>
+<span class="sd">        :param j:the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">length</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                        <span class="n">item_neighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+                        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">length</span><span class="p">):</span>
+                            <span class="n">transaction_item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">transaction_item</span><span class="p">]</span> <span class="ow">in</span> <span class="n">item_neighbours</span> <span class="ow">and</span> <span class="n">transaction_item</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                                <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+
+                    <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">remainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_calculateNeighbourIntersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to find common Neighbours</span>
+
+<span class="sd">        :param prefixLength: the prefix itemSet</span>
+
+<span class="sd">        :type prefixLength:int</span>
+
+<span class="sd">        :return: the common neighbours</span>
+
+<span class="sd">        :rtype: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">prefixLength</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="n">intersectionList</span><span class="p">)</span>
+        <span class="n">finalIntersectionList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">intersectionList</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">finalIntersectionList</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">intersectionList</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">finalIntersectionList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">finalIntersectionList</span>
+    
+    <span class="k">def</span> <span class="nf">_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method save all high-utility itemSet to file or memory depending on what the user chose</span>
+
+<span class="sd">        :param tempPosition: position of last item</span>
+<span class="sd">        :type tempPosition : int</span>
+<span class="sd">        :param utility: total utility of itemSet</span>
+<span class="sd">        :type utility: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">intToStr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">utility</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_isEqual</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to Check if two transaction are identical</span>
+
+<span class="sd">        :param  transaction1: the first transaction.</span>
+<span class="sd">        :type  transaction1: Transaction</span>
+<span class="sd">        :param  transaction2:   the second transaction.</span>
+<span class="sd">        :type  transaction2: Transaction</span>
+<span class="sd">        :return : whether both are identical or not</span>
+<span class="sd">        :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span>
+    
+    <span class="k">def</span> <span class="nf">_intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lst1</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">lst2</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method that return the intersection of 2 list</span>
+
+<span class="sd">        :param  lst1: items neighbour to item1</span>
+<span class="sd">        :type lst1: list</span>
+<span class="sd">        :param lst2: items neighbour to item2</span>
+<span class="sd">        :type lst2: list</span>
+<span class="sd">        :return :intersection of two lists</span>
+<span class="sd">        :rtype : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">lst2</span><span class="p">)</span>
+        <span class="n">lst3</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">lst1</span> <span class="k">if</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">lst3</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+
+<span class="sd">        :param dataset: the transaction database</span>
+
+<span class="sd">        :type dataset: Dataset</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                    <span class="k">continue</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">sumSu</span> <span class="o">=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]:</span>
+                        <span class="n">sumSu</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSu</span>
+
+    <span class="k">def</span> <span class="nf">_sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_Transaction</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+
+<span class="sd">        :param transactions: transaction of items</span>
+<span class="sd">        :type transactions: Transaction</span>
+<span class="sd">        :return: sorted transaction.</span>
+<span class="sd">        :rtype: Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">cmp_items</span> <span class="o">=</span> <span class="n">_cmpToKey</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sortTransaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">cmp_items</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_sortTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">trans2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+
+<span class="sd">        :param trans1: the first transaction.</span>
+<span class="sd">        :type trans1: Transaction</span>
+<span class="sd">        :param trans2:the second transaction.</span>
+<span class="sd">        :type trans2: Transaction</span>
+<span class="sd">        :return: sorted transaction.</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans1_items</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">trans2_items</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to scan the database using utility bin array to calculate the pmus</span>
+
+<span class="sd">        :param dataset: the transaction database.</span>
+
+<span class="sd">        :type dataset: database</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getPmus</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getPmus</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+
+<div class="viewcode-block" id="SHUIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final patterns in a dataframe</span>
+
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="SHUIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: csv file</span>
+
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="SHUIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">100000</span><span class="p">,</span> <span class="mi">500000</span><span class="p">]:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SHUIM</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/mushroom_main_2000.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;/Users/Likhitha/Downloads/mushroom_neighbors_2000.txt&#39;</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Spatial High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+            <span class="c1">#_ap.save(_ab._sys.argv[2])</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html
new file mode 100644
index 000000000..c47e02fb8
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html
@@ -0,0 +1,1156 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.highUtilitySpatialPattern.topk.TKSHUIM &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.highUtilitySpatialPattern.topk.TKSHUIM</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilitySpatialPattern.topk.TKSHUIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Top K Spatial High Utility ItemSet Mining (TKSHUIM) aims to discover Top-K Spatial High Utility Itemsets</span>
+<span class="c1"># (TKSHUIs) in a spatioTemporal database</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.highUtilitySpatialPattern.topk import TKSHUIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj=alg.TKSHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;output&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.highUtilitySpatialPattern.topk.abstract</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">cmp_to_key</span>
+<span class="kn">import</span> <span class="nn">heapq</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="Transaction">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction">[docs]</a>
+<span class="k">class</span> <span class="nc">Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilites of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        pmus: list</span>
+<span class="sd">            represent the pmu (probable maximum utility) of each element in the transaction</span>
+<span class="sd">        prefixutility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE):</span>
+<span class="sd">            A method to create new Transaction from existing till offsetE</span>
+<span class="sd">        getItems():</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities():</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getPmus():</span>
+<span class="sd">            return pmus in transaction</span>
+<span class="sd">        getLastPosition():</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems():</span>
+<span class="sd">            A method to remove items with low Utility than minUtil</span>
+<span class="sd">        insertionSort():</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmus</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+        <span class="k">if</span> <span class="n">pmus</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span> <span class="o">=</span> <span class="n">pmus</span>
+
+<div class="viewcode-block" id="Transaction.projectTransaction">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.projectTransaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing till offsetE</span>
+
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_transaction</span> <span class="o">=</span> <span class="n">Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">new_transaction</span></div>
+
+
+<div class="viewcode-block" id="Transaction.getItems">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span></div>
+
+
+<div class="viewcode-block" id="Transaction.getPmus">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getPmus">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPmus</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return pmus in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">pmus</span></div>
+
+
+<div class="viewcode-block" id="Transaction.getUtilities">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getUtilities">[docs]</a>
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span></div>
+
+
+    <span class="c1"># get the last position in this transaction</span>
+<div class="viewcode-block" id="Transaction.getLastPosition">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getLastPosition">[docs]</a>
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="Transaction.removeUnpromisingItems">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.removeUnpromisingItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items with low Utility than minUtil</span>
+
+<span class="sd">        :param oldNamesToNewNames: A map represent old namses to new names</span>
+<span class="sd">        :type oldNamesToNewNames: map</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Transaction.insertionSort">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.insertionSort">[docs]</a>
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="Dataset">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset">[docs]</a>
+<span class="k">class</span> <span class="nc">Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">    transactions:</span>
+<span class="sd">        the list of transactions in this dataset</span>
+<span class="sd">    maxItem:</span>
+<span class="sd">        the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">    :methods:</span>
+
+<span class="sd">        createTransaction(line):</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem():</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions():</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetpath</span><span class="p">,</span> <span class="n">sep</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToint</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intTostr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetpath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">line</span><span class="p">))</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Dataset.createTransaction">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.createTransaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">line</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+
+<span class="sd">        :param line: represent a single line of database</span>
+<span class="sd">        :type line: string</span>
+<span class="sd">        :return : Transaction.</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+        <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">trans_list</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">):</span>
+            <span class="n">pmuString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">pmus</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">strToint</span><span class="p">)</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToint</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intTostr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">item_int</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToint</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">item_int</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">item_int</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item_int</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">trans_list</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">):</span>
+                <span class="n">pmus</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">pmuString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">,</span> <span class="n">pmus</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Dataset.getMaxItem">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getMaxItem">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span></div>
+
+
+<div class="viewcode-block" id="Dataset.getTransactions">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getTransactions">[docs]</a>
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="TKSHUIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM">[docs]</a>
+<span class="k">class</span> <span class="nc">TKSHUIM</span><span class="p">(</span><span class="n">utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+<span class="sd">       Top K Spatial High Utility ItemSet Mining (TKSHUIM) aims to discover Top-K Spatial High Utility Itemsets</span>
+<span class="sd">       (TKSHUIs) in a spatioTemporal database</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">       P. Pallikila et al., &quot;Discovering Top-k Spatial High Utility Itemsets in Very Large Quantitative Spatiotemporal </span>
+<span class="sd">       databases,&quot; 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 4925-4935, </span>
+<span class="sd">       doi: 10.1109/BigData52589.2021.9671912.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param minUtil: int :</span>
+<span class="sd">                   Minimum utility threshold given by User</span>
+<span class="sd">    :param maxMemory: int :</span>
+<span class="sd">                   Maximum memory used by this program for running</span>
+<span class="sd">    :param candidateCount: int :</span>
+<span class="sd">                   Number of candidates to consider when calculating a high utility spatial pattern</span>
+<span class="sd">    :param nFile: str :</span>
+<span class="sd">                   Name of the input file to mine complete set of High Utility Spatial patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of frequent patterns</span>
+<span class="sd">        nFile : file</span>
+<span class="sd">            Name of the Neighbours file that contain neighbours of items</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        k : int</span>
+<span class="sd">            The user given k value</span>
+<span class="sd">        candidateCount: int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU: list</span>
+<span class="sd">             A map to hold the pmu values of the items in database</span>
+<span class="sd">        utilityBinArraySU: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames: list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        newNamesToOldNames: list</span>
+<span class="sd">            A map to store the old name corresponding to new name</span>
+<span class="sd">        Neighbours : map</span>
+<span class="sd">            A dictionary to store the neighbours of a item</span>
+<span class="sd">        maxMemory: float</span>
+<span class="sd">            Maximum memory used by this program for running</span>
+<span class="sd">        itemsToKeep: list</span>
+<span class="sd">            keep only the promising items ie items having twu &gt;= minUtil</span>
+<span class="sd">        itemsToExplore: list</span>
+<span class="sd">            keep items that subtreeUtility grater than minUtil</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        mine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        calculateNeighbourIntersection(self, prefixLength)</span>
+<span class="sd">               A method to return common Neighbours of items</span>
+<span class="sd">        backtrackingEFIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the TKSHUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep, neighbourhoodList)</span>
+<span class="sd">               A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method ave a high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        is_equal(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        intersection(lst1, lst2)</span>
+<span class="sd">               A method that return the intersection of 2 list</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              Scan the initial database to calculate the subtree utility of each items using a utility-bin array</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        sort_transaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction in the order of PMU</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to scan the database using utility bin array to calculate the pmus                   </span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 TKSHUIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;Neighbours&gt; &lt;k&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 TKSHUIM.py sampleTDB.txt output.txt sampleN.txt 35</span>
+
+<span class="sd">    .. note:: maxMemory will be considered as Maximum memory used by this program for running</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">        </span>
+<span class="sd">            from PAMI.highUtilitySpatialPattern.topk import TKSHUIM as alg</span>
+
+<span class="sd">            obj=alg.TKSHUIM(&quot;input.txt&quot;,&quot;Neighbours.txt&quot;,35)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            obj.save(&quot;output&quot;)</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">            The complete program was written by Pradeep Pallikila under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">strToint</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">intTostr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">Neighbours</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5000</span>
+    <span class="n">maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">heapList</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+<div class="viewcode-block" id="TKSHUIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">startTime</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">o</span><span class="p">:</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">line_split</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">strToint</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                <span class="n">lst</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line_split</span><span class="p">)):</span>
+                    <span class="n">lst</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">strToint</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">line_split</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">lst</span>
+        <span class="n">o</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+        <span class="n">InitialMemory</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                <span class="n">itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+        <span class="n">currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="n">currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">emptyTransactionCount</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">heapList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                <span class="n">itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">commonitems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">maxItem</span><span class="p">):</span>
+            <span class="n">commonitems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="n">finalMemory</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">finalMemory</span> <span class="o">-</span> <span class="n">InitialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+        <span class="k">if</span> <span class="n">memory</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxMemory</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">maxMemory</span> <span class="o">=</span> <span class="n">memory</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">endTime</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">finalPatterns</span><span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;TOP-K mining process is completed by TKSHUIM&#39;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.backtrackingEFIM">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.backtrackingEFIM">[docs]</a>
+    <span class="k">def</span> <span class="nf">backtrackingEFIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the TKSHUIs Recursively</span>
+
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="n">initialMemory</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transactionsOfP</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">break</span> 
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_equal</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">)</span>
+            <span class="n">neighbourhoodList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">calculateNeighbourIntersection</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">neighbourhoodList</span><span class="p">)</span>
+            <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                        <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">itemK</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                        <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">backtrackingEFIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="n">finalMemory</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()[</span><span class="mi">3</span><span class="p">]</span>
+            <span class="n">memory</span> <span class="o">=</span> <span class="p">(</span><span class="n">finalMemory</span> <span class="o">-</span> <span class="n">initialMemory</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10000</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxMemory</span> <span class="o">&lt;</span> <span class="n">memory</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxMemory</span> <span class="o">=</span> <span class="n">memory</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.useUtilityBinArraysToCalculateUpperBounds">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArraysToCalculateUpperBounds">[docs]</a>
+    <span class="k">def</span> <span class="nf">useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">neighbourhoodList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the sub-tree utility and local utility of all items that can extend itemSet P U {e}</span>
+
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list</span>
+<span class="sd">        :param j:the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param neighbourhoodList: list of neighbourhood elements</span>
+<span class="sd">        :type neighbourhoodList: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">length</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">remainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">:</span>
+                        <span class="n">item_neighbours</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+                        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">length</span><span class="p">):</span>
+                            <span class="n">transaction_item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">transaction_item</span><span class="p">]</span> <span class="ow">in</span> <span class="n">item_neighbours</span> <span class="ow">and</span> <span class="n">transaction_item</span> <span class="ow">in</span> <span class="n">neighbourhoodList</span><span class="p">:</span>
+                                <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">k</span><span class="p">]</span>
+
+                    <span class="n">remainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">remainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.calculateNeighbourIntersection">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.calculateNeighbourIntersection">[docs]</a>
+    <span class="k">def</span> <span class="nf">calculateNeighbourIntersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to find common Neighbours</span>
+
+<span class="sd">        :param prefixLength: the prefix itemSet</span>
+<span class="sd">        :type prefixLength:int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">prefixLength</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">intersectionList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">temp</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="n">intersectionList</span><span class="p">)</span>
+        <span class="n">finalIntersectionList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">intersectionList</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">finalIntersectionList</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">intersectionList</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">finalIntersectionList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">finalIntersectionList</span></div>
+
+    
+<div class="viewcode-block" id="TKSHUIM.output">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.output">[docs]</a>
+    <span class="k">def</span> <span class="nf">output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">,</span> <span class="n">utility</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method save all high-utility itemSet to file or memory depending on what the user chose</span>
+
+<span class="sd">        :param tempPosition: position of last item</span>
+<span class="sd">        :type tempPosition : int</span>
+<span class="sd">        :param utility: total utility of itemSet</span>
+<span class="sd">        :type utility: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">intTostr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">additemset</span><span class="p">(</span><span class="n">s1</span><span class="p">,</span> <span class="n">utility</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.is_equal">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.is_equal">[docs]</a>
+    <span class="k">def</span> <span class="nf">is_equal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to Check if two transaction are identical</span>
+
+<span class="sd">        :param  transaction1: the first transaction.</span>
+<span class="sd">        :type  transaction1: Transaction</span>
+<span class="sd">        :param  transaction2:   the second transaction.</span>
+<span class="sd">        :type  transaction2: Transaction</span>
+<span class="sd">        :return : whether both are identical or not</span>
+<span class="sd">        :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
+
+    
+<div class="viewcode-block" id="TKSHUIM.intersection">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intersection">[docs]</a>
+    <span class="k">def</span> <span class="nf">intersection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lst1</span><span class="p">,</span> <span class="n">lst2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method that return the intersection of 2 list</span>
+
+<span class="sd">        :param  lst1: items neighbour to item1</span>
+<span class="sd">        :type lst1: list</span>
+<span class="sd">        :param lst2: items neighbour to item2</span>
+<span class="sd">        :type lst2: list</span>
+<span class="sd">        :return :intersection of two lists</span>
+<span class="sd">        :rtype : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">lst2</span><span class="p">)</span>
+        <span class="n">lst3</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">lst1</span> <span class="k">if</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">lst3</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime">[docs]</a>
+    <span class="k">def</span> <span class="nf">useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: Dataset</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+            <span class="n">utilities</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                    <span class="k">continue</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">sumSu</span> <span class="o">=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">newNamesToOldNames</span><span class="p">[</span><span class="n">item</span><span class="p">]]:</span>
+                        <span class="n">sumSu</span> <span class="o">+=</span> <span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSu</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.sortDatabase">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sortDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+
+<span class="sd">        :param transactions: transaction of items</span>
+<span class="sd">        :type transactions: Transaction</span>
+<span class="sd">        :return: sorted transaction</span>
+<span class="sd">        :rtype: Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">cmp_items</span> <span class="o">=</span> <span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sort_transaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">cmp_items</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.sort_transaction">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sort_transaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">sort_transaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">,</span> <span class="n">trans2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction in the order of PMU</span>
+
+<span class="sd">        :param trans1: the first transaction.</span>
+<span class="sd">        :type trans1: Transaction</span>
+<span class="sd">        :param trans2:the second transaction.</span>
+<span class="sd">        :type trans2: Transaction</span>
+<span class="sd">        :return: sorted transaction.</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans1_items</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">trans2_items</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime">[docs]</a>
+    <span class="k">def</span> <span class="nf">useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to scan the database using utility bin array to calculate the pmus</span>
+
+<span class="sd">        :param dataset: the transaction database.</span>
+<span class="sd">        :type dataset: database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">utilityMatrix</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="k">lambda</span><span class="p">:</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                <span class="n">pmu</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">:</span>
+                    <span class="n">neighbors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">neighbors</span><span class="p">:</span>
+                            <span class="n">pmu</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="c1"># self.utilityBinArrayLU[item] += transaction.getPmus()[idx]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">pmu</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="c1"># self.utilityBinArrayLU[item] = transaction.getPmus()[idx]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">pmu</span>
+                <span class="n">utilityMatrix</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">:</span>
+                    <span class="n">neighbors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Neighbours</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="n">utility</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">idx</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">itemj</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()):</span>
+                        <span class="k">if</span> <span class="p">(</span><span class="n">itemj</span> <span class="o">!=</span> <span class="n">item</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">itemj</span> <span class="ow">in</span> <span class="n">neighbors</span><span class="p">):</span>
+                            <span class="n">utilityMatrix</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="n">itemj</span><span class="p">]</span> <span class="o">+=</span> <span class="p">(</span><span class="n">utility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">])</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">utilityMatrix</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">itemj</span> <span class="ow">in</span> <span class="n">utilityMatrix</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">itemj</span> <span class="o">&gt;=</span> <span class="n">item</span><span class="p">:</span>
+                    <span class="n">val</span> <span class="o">=</span> <span class="n">utilityMatrix</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="n">itemj</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">val</span> <span class="o">!=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">itemj</span> <span class="o">==</span> <span class="n">item</span><span class="p">:</span>
+                            <span class="n">itemset</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">itemset</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">itemj</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">additemset</span><span class="p">(</span><span class="n">itemset</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.additemset">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.additemset">[docs]</a>
+    <span class="k">def</span> <span class="nf">additemset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemset</span><span class="p">,</span> <span class="n">utility</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adds the itemset to the priority queue</span>
+
+<span class="sd">        :param itemset: the itemset to be added</span>
+
+<span class="sd">        :type itemset: str</span>
+
+<span class="sd">        :param utility: utility matrix for the itemset to be added</span>
+
+<span class="sd">        :type utility: numpy.array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">heapq</span><span class="o">.</span><span class="n">heappush</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">,</span> <span class="p">(</span><span class="n">utility</span><span class="p">,</span> <span class="n">itemset</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">:</span>
+            <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">:</span>
+                <span class="n">heapq</span><span class="o">.</span><span class="n">heappop</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">break</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">minUtil</span> <span class="o">=</span> <span class="n">heapq</span><span class="o">.</span><span class="n">nsmallest</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">heapList</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final patterns in a dataframe</span>
+
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="TKSHUIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">startTime</span></div>
+
+
+<div class="viewcode-block" id="TKSHUIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Spatial  High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<div class="viewcode-block" id="main">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.main">[docs]</a>
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="n">inputFile</span> <span class="o">=</span> <span class="s1">&#39;mushroom_utility_spmf.txt&#39;</span>
+    <span class="n">neighborFile</span> <span class="o">=</span> <span class="s1">&#39;mushroom_neighbourhood.txt&#39;</span> <span class="c1">#Users can also specify this constraint between 0 to 1.</span>
+    <span class="n">k</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">seperator</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span> 
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">TKSHUIM</span><span class="p">(</span><span class="n">iFile</span><span class="o">=</span><span class="n">inputFile</span><span class="p">,</span> <span class="n">nFile</span><span class="o">=</span><span class="n">neighborFile</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">,</span>  <span class="n">sep</span><span class="o">=</span><span class="n">seperator</span><span class="p">)</span>    <span class="c1">#initialize</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+    <span class="n">obj</span><span class="o">.</span><span class="n">printResults</span><span class="p">()</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">obj</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">())</span></div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+    <span class="c1"># _ap = str()</span>
+    <span class="c1"># if len(sys.argv) == 5 or len(sys.argv) == 6:</span>
+    <span class="c1">#     if len(sys.argv) == 6:</span>
+    <span class="c1">#         _ap = TKSHUIM(sys.argv[1], sys.argv[3], int(sys.argv[4]), sys.argv[5])</span>
+    <span class="c1">#     if len(sys.argv) == 5:</span>
+    <span class="c1">#         _ap = TKSHUIM(sys.argv[1], sys.argv[3], int(sys.argv[4]))</span>
+    <span class="c1">#     _ap.startMine()</span>
+    <span class="c1">#     _ap.mine()</span>
+    <span class="c1">#     print(&quot;Top K Spatial  High Utility Patterns:&quot;, len(_ap.getPatterns()))</span>
+    <span class="c1">#     _ap.save(sys.argv[2])</span>
+    <span class="c1">#     print(&quot;Total Memory in USS:&quot;, _ap.getMemoryUSS())</span>
+    <span class="c1">#     print(&quot;Total Memory in RSS&quot;,  _ap.getMemoryRSS())</span>
+    <span class="c1">#     print(&quot;Total ExecutionTime in seconds:&quot;, _ap.getRuntime())</span>
+    <span class="c1"># else:</span>
+    <span class="c1">#     for i in [1000, 5000]:</span>
+    <span class="c1">#         _ap = TKSHUIM(&#39;/Users/Likhitha/Downloads/mushroom_main_2000.txt&#39;,</span>
+    <span class="c1">#                 &#39;/Users/Likhitha/Downloads/mushroom_neighbors_2000.txt&#39;, i, &#39; &#39;)</span>
+    <span class="c1">#         _ap.startMine()</span>
+    <span class="c1">#         _ap.mine()</span>
+    <span class="c1">#         print(&quot;Total number of Spatial High Utility Patterns:&quot;, len(_ap.getPatterns()))</span>
+    <span class="c1">#         print(&quot;Total Memory in USS:&quot;, _ap.getMemoryUSS())</span>
+    <span class="c1">#         print(&quot;Total Memory in RSS&quot;, _ap.getMemoryRSS())</span>
+    <span class="c1">#         print(&quot;Total ExecutionTime in seconds:&quot;, _ap.getRuntime())</span>
+    <span class="c1">#     print(&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;)</span>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html
new file mode 100644
index 000000000..a54e440cb
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+++ b/sphinx/_build/html/_modules/PAMI/highUtilitySpatialPattern/topk/abstract.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.highUtilitySpatialPattern.topk.abstract</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.highUtilitySpatialPattern.topk.abstract</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">ABC</span><span class="p">,</span> <span class="n">abstractmethod</span>
+<span class="kn">import</span> <span class="nn">time</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+<span class="kn">import</span> <span class="nn">csv</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span> <span class="k">as</span> <span class="n">c</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">os.path</span>
+<span class="kn">import</span> <span class="nn">psutil</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+
+
+<div class="viewcode-block" id="utilityPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">utilityPatterns</span><span class="p">(</span><span class="n">ABC</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   This abstract base class defines the variables and methods that every topk spatial high utility pattern mining algorithm must</span>
+<span class="sd">                    employ in PAMI</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        k: integer</span>
+<span class="sd">            The user can specify k (top-k)</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the algorithm</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the algorithm</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Calling this function will start the actual mining process</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            This function will output all interesting patterns discovered by an algorithm</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            This function will store the discovered patterns in an output file specified by the user</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            The function outputs the patterns generated by an algorithm as a data frame</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            This function outputs the total amount of USS memory consumed by a mining algorithm</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            This function outputs the total amount of RSS memory consumed by a mining algorithm</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            This function outputs the total runtime of a mining algorithm</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: Input file name or path of the input file</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param nFile: Input file name or path of the neighbourhood file</span>
+<span class="sd">        :type nFile: str</span>
+<span class="sd">        :param k: The user can specify k in count</span>
+<span class="sd">        :type k: int</span>
+<span class="sd">        :param sep: separator used to distinguish items from each other. The default separator is tab space. However, users can override the default separator</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nFile</span> <span class="o">=</span> <span class="n">nFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+
+<div class="viewcode-block" id="utilityPatterns.iFile">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.iFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">iFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the input file path/file name&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.nFile">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.nFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">nFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the neighbourhood file path/file name&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.startTime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startTime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the start time of the mining process&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.endTime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.endTime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">endTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the end time of the complete program&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.memoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">memoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store USS memory consumed by the program&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.memoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">memoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store RSS memory consumed by the program&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.finalPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.finalPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">finalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the complete set of patterns in a dictionary&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.oFile">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.oFile">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">oFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the name of the output file to store the complete set of frequent patterns&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.startMine">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startMine">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Code for the mining process will start from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of patterns generated will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.save">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.save">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of patterns will be saved in to an output file from this function</span>
+
+<span class="sd">        :param oFile: Name of the output file</span>
+<span class="sd">        :type oFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatternsAsDataFrame">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of generated patterns will be loaded in to data frame from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="utilityPatterns.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getRuntime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of runtime taken by the program will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="utilityPatterns.printResults">
+<a class="viewcode-back" href="../../../../PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.printResults">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To print all the results of execution&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html b/sphinx/_build/html/_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html
new file mode 100644
index 000000000..53bb34952
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+++ b/sphinx/_build/html/_modules/PAMI/localPeriodicPattern/basic/LPPGrowth.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.localPeriodicPattern.basic.LPPGrowth &mdash; PAMI 2024.04.23 documentation</title>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.localPeriodicPattern.basic.LPPGrowth</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.localPeriodicPattern.basic.LPPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="c1"># time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some</span>
+<span class="c1"># time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable</span>
+<span class="c1"># lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those</span>
+<span class="c1"># time-intervals have a minimum duration.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.localPeriodicPattern.basic import LPPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.LPPGrowth(iFile, maxPer, maxSoPer, minDur)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             localPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             runtime = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total execution time in seconds: {runtime})</span>
+<span class="c1">#</span>
+
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="Node">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node">[docs]</a>
+<span class="k">class</span> <span class="nc">Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of localPeriodicPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        child : list</span>
+<span class="sd">            To maintain the children of node</span>
+<span class="sd">        nodeLink : node</span>
+<span class="sd">            To maintain the next node of node</span>
+<span class="sd">        tidList : set</span>
+<span class="sd">            To maintain timestamps of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">child</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tidList</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Node.getChild">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node.getChild">[docs]</a>
+    <span class="k">def</span> <span class="nf">getChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;Node&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to get child node from the parent node</span>
+
+<span class="sd">        :param item: item of the parent node</span>
+
+<span class="sd">        :type item: int</span>
+
+<span class="sd">        :return: if node have node of item, then return it. if node don&#39;t have return []</span>
+
+<span class="sd">        :rtype: Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">child</span><span class="o">.</span><span class="n">item</span> <span class="o">==</span> <span class="n">item</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">child</span>
+        <span class="k">return</span> <span class="p">[]</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="Tree">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree">[docs]</a>
+<span class="k">class</span> <span class="nc">Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">            root : node</span>
+<span class="sd">                Represents the root node of the tree</span>
+<span class="sd">            nodeLinks : dictionary</span>
+<span class="sd">                storing last node of each item</span>
+<span class="sd">            firstNodeLink : dictionary</span>
+<span class="sd">                storing first node of each item</span>
+
+<span class="sd">        :Methods:</span>
+
+<span class="sd">            addTransaction(transaction,timeStamp)</span>
+<span class="sd">                creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">            fixNodeLinks(itemName, newNode)</span>
+<span class="sd">                add newNode link after last node of item</span>
+<span class="sd">            deleteNode(itemName)</span>
+<span class="sd">                delete all node of item</span>
+<span class="sd">            createPrefixTree(path,timeStampList)</span>
+<span class="sd">                create prefix tree by path</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">Node</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLinks</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">firstNodeLink</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="Tree.addTransaction">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.addTransaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        add transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: represents the timestamp of transaction</span>
+<span class="sd">        :type tid: list or int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">Node</span><span class="p">()</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+            <span class="n">current</span><span class="o">.</span><span class="n">tidList</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tid</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tree.fixNodeLinks">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.fixNodeLinks">[docs]</a>
+    <span class="k">def</span> <span class="nf">fixNodeLinks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">newNode</span><span class="p">:</span> <span class="s1">&#39;Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        fix node link</span>
+
+<span class="sd">        :param item: it represents item name of newNode</span>
+<span class="sd">        :type item: string</span>
+<span class="sd">        :param newNode: it represents node which is added</span>
+<span class="sd">        :type newNode: Node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">nodeLinks</span><span class="p">:</span>
+            <span class="n">lastNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">nodeLinks</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">lastNode</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLinks</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">firstNodeLink</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">firstNodeLink</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span></div>
+
+
+<div class="viewcode-block" id="Tree.deleteNode">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.deleteNode">[docs]</a>
+    <span class="k">def</span> <span class="nf">deleteNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        delete the node from tree</span>
+
+<span class="sd">        :param item: it represents the item name of node</span>
+<span class="sd">        :type item: str</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">deleteNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">firstNodeLink</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+        <span class="n">parentNode</span> <span class="o">=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">parent</span>
+        <span class="n">parentNode</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">deleteNode</span><span class="p">)</span>
+        <span class="n">parentNode</span><span class="o">.</span><span class="n">child</span> <span class="o">+=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">child</span>
+        <span class="n">parentNode</span><span class="o">.</span><span class="n">tidList</span> <span class="o">|=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">tidList</span>
+        <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="n">child</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">parentNode</span>
+        <span class="k">while</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">nodeLink</span><span class="p">:</span>
+            <span class="n">deleteNode</span> <span class="o">=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">nodeLink</span>
+            <span class="n">parentNode</span> <span class="o">=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">parent</span>
+            <span class="n">parentNode</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">deleteNode</span><span class="p">)</span>
+            <span class="n">parentNode</span><span class="o">.</span><span class="n">child</span> <span class="o">+=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">child</span>
+            <span class="n">parentNode</span><span class="o">.</span><span class="n">tidList</span> <span class="o">|=</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">tidList</span>
+            <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">deleteNode</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">parentNode</span></div>
+
+
+<div class="viewcode-block" id="Tree.createPrefixTree">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.createPrefixTree">[docs]</a>
+    <span class="k">def</span> <span class="nf">createPrefixTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">tidList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        create prefix tree by path</span>
+
+<span class="sd">        :param path: it represents path to root from prefix node</span>
+<span class="sd">        :type path: list</span>
+<span class="sd">        :param tidList: it represents tid of each item</span>
+<span class="sd">        :type tidList: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">Node</span><span class="p">()</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">currentNode</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">child</span>
+            <span class="n">currentNode</span><span class="o">.</span><span class="n">tidList</span> <span class="o">|=</span> <span class="n">tidList</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="LPPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">LPPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_localPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">        Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="sd">        time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some</span>
+<span class="sd">        time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable</span>
+<span class="sd">        lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those</span>
+<span class="sd">        time-intervals have a minimum duration.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">        Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in</span>
+<span class="sd">        a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of local periodic pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of local periodic patterns</span>
+<span class="sd">    :param  minDur: str:</span>
+<span class="sd">                   Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  maxSoPer: float:</span>
+<span class="sd">                   Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">            iFile : str</span>
+<span class="sd">                Input file name or path of the input file</span>
+<span class="sd">            oFile : str</span>
+<span class="sd">                Output file name or path of the output file</span>
+<span class="sd">            maxPer : float</span>
+<span class="sd">                User defined maxPer value.</span>
+<span class="sd">            maxSoPer : float</span>
+<span class="sd">                User defined maxSoPer value.</span>
+<span class="sd">            minDur : float</span>
+<span class="sd">                User defined minDur value.</span>
+<span class="sd">            tsMin : int / date</span>
+<span class="sd">                First time stamp of input data.</span>
+<span class="sd">            tsMax : int / date</span>
+<span class="sd">                Last time stamp of input data.</span>
+<span class="sd">            startTime : float</span>
+<span class="sd">                Time when start of execution the algorithm.</span>
+<span class="sd">            endTime : float</span>
+<span class="sd">                Time when end of execution the algorithm.</span>
+<span class="sd">            finalPatterns : dict</span>
+<span class="sd">                To store local periodic patterns and its PTL.</span>
+<span class="sd">            tsList : dict</span>
+<span class="sd">                To store items and its time stamp as bit vector.</span>
+<span class="sd">            root : Tree</span>
+<span class="sd">                It is root node of transaction tree of whole input data.</span>
+<span class="sd">            PTL : dict</span>
+<span class="sd">                Storing the item and its PTL.</span>
+<span class="sd">            items : list</span>
+<span class="sd">                Storing local periodic item list.</span>
+<span class="sd">            sep: str</span>
+<span class="sd">                separator used to distinguish items from each other. The default separator is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            findSeparator(line)</span>
+<span class="sd">                Find the separator of the line which split strings.</span>
+<span class="sd">            creteLPPlist()</span>
+<span class="sd">                Create the local periodic patterns list from input data.</span>
+<span class="sd">            createTSList()</span>
+<span class="sd">                Create the tsList as bit vector from input data.</span>
+<span class="sd">            generateLPP()</span>
+<span class="sd">                Generate 1 length local periodic pattens by tsList and execute depth first search.</span>
+<span class="sd">            createLPPTree()</span>
+<span class="sd">                Create LPPTree of local periodic item from input data.</span>
+<span class="sd">            patternGrowth(tree, prefix, prefixPFList)</span>
+<span class="sd">                Execute pattern growth algorithm. It is important function in this program.</span>
+<span class="sd">            calculatePTL(tsList)</span>
+<span class="sd">                Calculate PTL from input tsList as integer list.</span>
+<span class="sd">            calculatePTLbit(tsList)</span>
+<span class="sd">                Calculate PTL from input tsList as bit vector.</span>
+<span class="sd">            mine()</span>
+<span class="sd">                Mining process will start from here.</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function.</span>
+<span class="sd">            getLocalPeriodicPatterns()</span>
+<span class="sd">                return local periodic patterns and its PTL</span>
+<span class="sd">            save(oFile)</span>
+<span class="sd">                Complete set of local periodic patterns will be loaded in to an output file.</span>
+<span class="sd">            getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of local periodic patterns will be loaded in to a dataframe.</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ---------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 LPPMGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;maxPer&gt; &lt;minSoPer&gt; &lt;minDur&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 LPPMGrowth.py sampleDB.txt patterns.txt 0.3 0.4 0.5</span>
+
+<span class="sd">    .. note: minDur will be considered as time interval between two consecutive periods</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.localPeriodicPattern.basic import LPPGrowth as alg</span>
+
+<span class="sd">            obj = alg.LPPGrowth(iFile, maxPer, maxSoPer, minDur)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            localPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+
+<span class="sd">            runtime = obj.getRuntime()</span>
+
+<span class="sd">            print(f&#39;Total execution time in seconds: {runtime})</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_localPeriodicPatterns__iFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__tsMin</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tsMax</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__tsList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__root</span> <span class="o">=</span> <span class="n">Tree</span><span class="p">()</span>
+    <span class="n">__PTL</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__items</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_localPeriodicPatterns__sep</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__createLPPlist</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create Local Periodic Pattern list from temporal data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">LPPList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">tsPre</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsMin</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMin</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">LPPList</span><span class="p">:</span>
+                    <span class="n">per</span> <span class="o">=</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                    <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                                <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+                                <span class="n">LPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                            <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">ts</span>
+                    <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                    <span class="n">LPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">LPPList</span><span class="p">:</span>
+                        <span class="n">per</span> <span class="o">=</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                            <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                        <span class="k">if</span> <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                                <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+                                <span class="n">LPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+                            <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                        <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">ts</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">tsPre</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">ts</span>
+                        <span class="n">start</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                        <span class="n">LPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__createTSList</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create tsList as bit vector from temporal data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># for line in self.__Database:</span>
+        <span class="c1">#     count = 1</span>
+        <span class="c1">#     bitVector = 0b1 &lt;&lt; count</span>
+        <span class="c1">#     bitVector = bitVector | 0b1</span>
+        <span class="c1">#     self.__tsMin = int(line.pop(0))</span>
+        <span class="c1">#     self.__tsList = {item: bitVector for item in line}</span>
+        <span class="c1">#     count += 1</span>
+        <span class="c1">#     ts = &#39; &#39;</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="mb">0b1</span> <span class="o">&lt;&lt;</span> <span class="n">count</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="n">bitVector</span> <span class="o">|</span> <span class="mb">0b1</span>
+            <span class="c1"># print(line)</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">):</span>
+                    <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">|</span> <span class="mb">0b1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">bitVector</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__generateLPP</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate local periodic items from bit vector tsList.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">ts</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">break</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                    <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                    <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                                <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                            </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                                bitVector = 0b1 &lt;&lt; currentTs</span>
+<span class="sd">                                different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                                bitVector = bitVector | 0b1</span>
+<span class="sd">                                bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                                self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__PTL</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">PTL</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__PTL</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="nf">__createLPPTree</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create transaction tree of local periodic item from input data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">tempTransaction</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__items</span><span class="p">]</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tempTransaction</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__PTL</span><span class="p">[</span><span class="n">x</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__root</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transaction</span><span class="p">,</span> <span class="n">ts</span><span class="p">)</span>
+            <span class="c1"># for line in self.__Database:</span>
+            <span class="c1">#     tid = int(transaction[0])</span>
+            <span class="c1">#     tempTransaction = [item for item in transaction[1:] if item in self.__items]</span>
+            <span class="c1">#     transaction = sorted(tempTransaction, key=lambda x: len(self.__PTL[x]), reverse=True)</span>
+            <span class="c1">#     self.__root.addTransaction(transaction, tid)</span>
+
+    <span class="k">def</span> <span class="nf">__patternGrowth</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tree</span><span class="p">:</span> <span class="s1">&#39;Tree&#39;</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixPFList</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create prefix tree and prefixPFList. Store finalPatterns and its PTL.</span>
+
+<span class="sd">        :param tree: The root node of prefix tree.</span>
+<span class="sd">        :type tree: Node or Tree</span>
+<span class="sd">        :param prefix: Prefix item list.</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixPFList: tsList of prefix patterns.</span>
+<span class="sd">        :type prefixPFList: dict or list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">prefixPFList</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">items</span> <span class="o">=</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+            <span class="n">prefixCopy</span> <span class="o">=</span> <span class="n">prefix</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="n">prefixCopy</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">PFList</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">prefixTree</span> <span class="o">=</span> <span class="n">Tree</span><span class="p">()</span>
+            <span class="n">prefixNode</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">firstNodeLink</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">tidList</span> <span class="o">=</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">tidList</span>
+            <span class="n">path</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">currentNode</span> <span class="o">=</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">while</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">path</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">currentNodeItem</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span>
+                <span class="k">if</span> <span class="n">currentNodeItem</span> <span class="ow">in</span> <span class="n">PFList</span><span class="p">:</span>
+                    <span class="n">PFList</span><span class="p">[</span><span class="n">currentNodeItem</span><span class="p">]</span> <span class="o">|=</span> <span class="n">tidList</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">PFList</span><span class="p">[</span><span class="n">currentNodeItem</span><span class="p">]</span> <span class="o">=</span> <span class="n">tidList</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">parent</span>
+            <span class="n">prefixTree</span><span class="o">.</span><span class="n">createPrefixTree</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">tidList</span><span class="p">)</span>
+            <span class="k">while</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">nodeLink</span><span class="p">:</span>
+                <span class="n">prefixNode</span> <span class="o">=</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">nodeLink</span>
+                <span class="n">tidList</span> <span class="o">=</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">tidList</span>
+                <span class="n">path</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">prefixNode</span><span class="o">.</span><span class="n">parent</span>
+                <span class="k">while</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">path</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">currentNodeItem</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">item</span>
+                    <span class="k">if</span> <span class="n">currentNodeItem</span> <span class="ow">in</span> <span class="n">PFList</span><span class="p">:</span>
+                        <span class="n">PFList</span><span class="p">[</span><span class="n">currentNodeItem</span><span class="p">]</span> <span class="o">=</span> <span class="n">PFList</span><span class="p">[</span><span class="n">currentNodeItem</span><span class="p">]</span> <span class="o">|</span> <span class="n">tidList</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">PFList</span><span class="p">[</span><span class="n">currentNodeItem</span><span class="p">]</span> <span class="o">=</span> <span class="n">tidList</span>
+                    <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">parent</span>
+                <span class="n">prefixTree</span><span class="o">.</span><span class="n">createPrefixTree</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">tidList</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefixCopy</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="n">prefixCopy</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__calculatePTLbit</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefixCopy</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__calculatePTL</span><span class="p">(</span><span class="n">prefixPFList</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+            <span class="n">candidateItems</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">PFList</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">candidateItems</span><span class="p">:</span>
+                <span class="n">PTL</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__calculatePTL</span><span class="p">(</span><span class="n">PFList</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">PTL</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">prefixTree</span><span class="o">.</span><span class="n">deleteNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                    <span class="k">del</span> <span class="n">PFList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">PFList</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__patternGrowth</span><span class="p">(</span><span class="n">prefixTree</span><span class="p">,</span> <span class="n">prefixCopy</span><span class="p">,</span> <span class="n">PFList</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__calculatePTL</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tsList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">set</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculate PTL from input tsList as integer list</span>
+
+<span class="sd">        :param tsList: It is tsList which store time stamp as integer.</span>
+<span class="sd">        :type tsList: list</span>
+<span class="sd">        :return: PTL</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tsList</span><span class="p">)</span>
+        <span class="n">tsPre</span> <span class="o">=</span> <span class="n">tsList</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">tsPre</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                        <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+                    <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="n">tsPre</span> <span class="o">=</span> <span class="n">ts</span>
+        <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">PTL</span>
+
+    <span class="k">def</span> <span class="nf">__calculatePTLbit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tsList</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">set</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculate PTL from input tsList as bit vector.</span>
+
+<span class="sd">        :param tsList: It is tsList which store time stamp as bit vector.</span>
+<span class="sd">        :type tsList: list</span>
+<span class="sd">        :return: PTL</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="n">tsList</span><span class="p">))</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="n">tsList</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">break</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                            <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">PTL</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="LPPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__createTSList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateLPP</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__createLPPTree</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__patternGrowth</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__root</span><span class="p">,</span> <span class="p">[],</span> <span class="bp">self</span><span class="o">.</span><span class="n">__items</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_ab._pd.DataFrame&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final local periodic patterns in a dataframe</span>
+
+<span class="sd">        :return: returning local periodic patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;PTL&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of local periodic patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">patternsAndPTL</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndPTL</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of local periodic patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="LPPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.localPeriodicPattern.basic.LPPMBreadth</li>
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+             
+  <h1>Source code for PAMI.localPeriodicPattern.basic.LPPMBreadth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="c1"># time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some</span>
+<span class="c1"># time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable</span>
+<span class="c1"># lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those</span>
+<span class="c1"># time-intervals have a minimum duration.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.localPeriodicPattern.basic import LPPMBreadth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.LPPMBreadth(iFile, maxPer, maxSoPer, minDur)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             localPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             runtime = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total execution time in seconds: {runtime})</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="LPPMBreadth">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth">[docs]</a>
+<span class="k">class</span> <span class="nc">LPPMBreadth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_localPeriodicPatterns</span><span class="p">):</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">        Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="sd">        time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some </span>
+<span class="sd">        time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable </span>
+<span class="sd">        lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those </span>
+<span class="sd">        time-intervals have a minimum duration.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">        Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in</span>
+<span class="sd">        a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of local periodic pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of local periodic patterns</span>
+<span class="sd">    :param  minDur: str:</span>
+<span class="sd">                   Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  maxSoPer: float:</span>
+<span class="sd">                   Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Output file name or path of the output file</span>
+<span class="sd">        maxPer : float</span>
+<span class="sd">            User defined maxPer value.</span>
+<span class="sd">        maxSoPer : float</span>
+<span class="sd">            User defined maxSoPer value.</span>
+<span class="sd">        minDur : float</span>
+<span class="sd">            User defined minDur value.</span>
+<span class="sd">        tsMin : int / date</span>
+<span class="sd">            First time stamp of input data.</span>
+<span class="sd">        tsMax : int / date</span>
+<span class="sd">            Last time stamp of input data.</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            Time when start of execution the algorithm.</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            Time when end of execution the algorithm.</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store local periodic patterns and its PTL.</span>
+<span class="sd">        tsList : dict</span>
+<span class="sd">            To store items and its time stamp as bit vector.</span>
+<span class="sd">        sep: str</span>
+<span class="sd">            separator used to distinguish items from each other. The default separator is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createTSList()</span>
+<span class="sd">            Create the tsList as bit vector from input data.</span>
+<span class="sd">        generateLPP()</span>
+<span class="sd">            Generate 1 length local periodic pattens by tsList and execute depth first search.</span>
+<span class="sd">        calculatePTL(tsList)</span>
+<span class="sd">            Calculate PTL from input tsList as bit vector</span>
+<span class="sd">        LPPMBreathSearch(extensionOfP)</span>
+<span class="sd">            Mining local periodic patterns using breadth first search.</span>
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here.</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function.</span>
+<span class="sd">        getLocalPeriodicPatterns()</span>
+<span class="sd">            return local periodic patterns and its PTL</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of local periodic patterns will be loaded in to an output file.</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of local periodic patterns will be loaded in to a dataframe.</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    --------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 LPPBreadth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;maxPer&gt; &lt;minSoPer&gt; &lt;minDur&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 LPPMBreadth.py sampleDB.txt patterns.txt 0.3 0.4 0.5</span>
+
+<span class="sd">    .. note: minDur will be considered as time interval between two consecutive periods</span>
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            from PAMI.localPeriodicPattern.basic import LPPMBreadth as alg</span>
+
+<span class="sd">            obj = alg.LPPMBreadth(iFile, maxPer, maxSoPer, minDur)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            localPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+
+<span class="sd">            runtime = obj.getRuntime()</span>
+
+<span class="sd">            print(f&#39;Total execution time in seconds: {runtime})</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_localPeriodicPatterns__iFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__tsMin</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tsMax</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__tsList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_localPeriodicPatterns__sep</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__createTSList</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create tsList as bit vector from temporal data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># for line in self.Database:</span>
+        <span class="c1">#     count = 1</span>
+        <span class="c1">#     bitVector = 0b1 &lt;&lt; count</span>
+        <span class="c1">#     bitVector = bitVector | 0b1</span>
+        <span class="c1">#     self.tsMin = int(line.pop(0))</span>
+        <span class="c1">#     self.tsList = {item: bitVector for item in line}</span>
+        <span class="c1">#     count += 1</span>
+        <span class="c1">#     ts = &#39; &#39;</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="mb">0b1</span> <span class="o">&lt;&lt;</span> <span class="n">count</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="n">bitVector</span> <span class="o">|</span> <span class="mb">0b1</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">):</span>
+                    <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">|</span> <span class="mb">0b1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">bitVector</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__generateLPP</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate local periodic items from bit vector tsList.</span>
+<span class="sd">        When finish generating local periodic items, execute mining depth first search.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">I</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">ts</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">break</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                    <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                    <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                                <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                            </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                                bitVector = 0b1 &lt;&lt; currentTs</span>
+<span class="sd">                                different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                                bitVector = bitVector | 0b1</span>
+<span class="sd">                                bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                                self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">])</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">I</span> <span class="o">|=</span> <span class="p">{</span><span class="n">item</span><span class="p">}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+        <span class="n">I</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">I</span><span class="p">))</span>
+        <span class="nb">map</span> <span class="o">=</span> <span class="p">{</span><span class="o">-</span><span class="mi">1</span> <span class="p">:</span> <span class="n">I</span><span class="p">}</span>
+        <span class="n">I</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">I</span><span class="p">)</span>
+        <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="nb">map</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="nb">map</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__LPPMBreadthSearch</span><span class="p">(</span><span class="nb">map</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__calculatePTL</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tsList</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Set</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculate PTL from tsList as bit vector.</span>
+
+<span class="sd">        :param tsList: it is one item&#39;s tsList which is used bit vector.</span>
+<span class="sd">        :type tsList: int</span>
+<span class="sd">        :return: it is PTL of input item.</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="n">tsList</span><span class="p">))</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="n">tsList</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">break</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                            <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsMax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">PTL</span>
+
+    <span class="k">def</span> <span class="nf">__LPPMBreadthSearch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">wMap</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining n-length local periodic pattens from n-1-length patterns by depth first search.</span>
+
+<span class="sd">        :param wMap: it is w length patterns and its conditional items</span>
+<span class="sd">        :type wMap: dict</span>
+<span class="sd">        :return w1map: it is w+1 length patterns and its conditional items</span>
+<span class="sd">        :rtype w1map: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">w1map</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">wMap</span><span class="p">:</span>
+            <span class="n">tsp</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">listP</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="k">if</span> <span class="n">p</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">listP</span> <span class="o">=</span> <span class="n">p</span>
+                <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> <span class="o">==</span> <span class="nb">str</span><span class="p">:</span>
+                    <span class="n">listP</span> <span class="o">=</span> <span class="p">[</span><span class="n">p</span><span class="p">]</span>
+                <span class="n">tsp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">listP</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">listP</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                    <span class="n">tsp</span> <span class="o">=</span> <span class="n">tsp</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">])</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">])):</span>
+                    <span class="k">if</span> <span class="n">p</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">tspxy</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">]]</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">]]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">tspxy</span> <span class="o">=</span> <span class="n">tsp</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">]]</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">]]</span>
+                    <span class="n">PTL</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__calculatePTL</span><span class="p">(</span><span class="n">tspxy</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">PTL</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">p</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="ow">not</span> <span class="n">w1map</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">]):</span>
+                                <span class="n">w1map</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">pattern</span> <span class="o">=</span> <span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">],</span> <span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span>
+                            <span class="n">w1map</span><span class="p">[</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">])</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">pattern</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">listP</span><span class="p">]</span>
+                            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">x</span><span class="p">])</span>
+                            <span class="n">pattern1</span> <span class="o">=</span> <span class="n">pattern</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">])</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="n">PTL</span>
+                            <span class="k">if</span> <span class="ow">not</span> <span class="n">w1map</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern1</span><span class="p">)):</span>
+                                <span class="n">w1map</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern1</span><span class="p">)]</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">w1map</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern1</span><span class="p">)]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">wMap</span><span class="p">[</span><span class="n">p</span><span class="p">][</span><span class="n">y</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">w1map</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        :rtype: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="LPPMBreadth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.mine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__createTSList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateLPP</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final local periodic patterns in a dataframe</span>
+
+<span class="sd">        :return: returning local periodic patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;PTL&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.save">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of local periodic patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">patternsAndPTL</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndPTL</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="nb">str</span><span class="p">],</span> <span class="n">Set</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of local periodic patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="LPPMBreadth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPMBreadth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPMBreadth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html b/sphinx/_build/html/_modules/PAMI/localPeriodicPattern/basic/LPPMDepth.html
new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.localPeriodicPattern.basic.LPPMDepth</li>
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+             
+  <h1>Source code for PAMI.localPeriodicPattern.basic.LPPMDepth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="c1"># time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some</span>
+<span class="c1"># time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable</span>
+<span class="c1"># lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those</span>
+<span class="c1"># time-intervals have a minimum duration.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.localPeriodicPattern.basic import LPPMDepth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.LPPMDepth(iFile, maxPer, maxSoPer, minDur)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             localPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+<span class="c1">#</span>
+<span class="c1">#             runtime = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(f&#39;Total execution time in seconds: {runtime})</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.localPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="LPPMDepth">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth">[docs]</a>
+<span class="k">class</span> <span class="nc">LPPMDepth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_localPeriodicPatterns</span><span class="p">):</span>
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">        Local Periodic Patterns, which are patterns (sets of events) that have a periodic behavior in some non predefined</span>
+<span class="sd">        time-intervals. A pattern is said to be a local periodic pattern if it appears regularly and continuously in some</span>
+<span class="sd">        time-intervals. The maxSoPer (maximal period of spillovers) measure allows detecting time-intervals of variable</span>
+<span class="sd">        lengths where a pattern is continuously periodic, while the minDur (minimal duration) measure ensures that those</span>
+<span class="sd">        time-intervals have a minimum duration.</span>
+
+<span class="sd">    :Reference:</span>
+
+<span class="sd">        Fournier-Viger, P., Yang, P., Kiran, R. U., Ventura, S., Luna, J. M.. (2020). Mining Local Periodic Patterns in</span>
+<span class="sd">        a Discrete Sequence. Information Sciences, Elsevier, to appear. [ppt] DOI: 10.1016/j.ins.2020.09.044</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of local periodic pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of local periodic patterns</span>
+<span class="sd">    :param  minDur: str:</span>
+<span class="sd">                   Minimal duration in seconds between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  maxSoPer: float:</span>
+<span class="sd">                   Controls the maximum number of time periods between consecutive periods of time-intervals where a pattern is continuously periodic.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Output file name or path of the output file</span>
+<span class="sd">        maxPer : float</span>
+<span class="sd">            User defined maxPer value.</span>
+<span class="sd">        maxSoPer : float</span>
+<span class="sd">            User defined maxSoPer value.</span>
+<span class="sd">        minDur : float</span>
+<span class="sd">            User defined minDur value.</span>
+<span class="sd">        tsmin : int / date</span>
+<span class="sd">            First time stamp of input data.</span>
+<span class="sd">        tsmax : int / date</span>
+<span class="sd">            Last time stamp of input data.</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            Time when start of execution the algorithm.</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            Time when end of execution the algorithm.</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store local periodic patterns and its PTL.</span>
+<span class="sd">        tsList : dict</span>
+<span class="sd">            To store items and its time stamp as bit vector.</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            separator used to distinguish items from each other. The default separator is tab space.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createTSlist()</span>
+<span class="sd">            Create the TSlist as bit vector from input data.</span>
+<span class="sd">        generateLPP()</span>
+<span class="sd">            Generate 1 length local periodic pattens by TSlist and execute depth first search.</span>
+<span class="sd">        calculatePTL(tsList)</span>
+<span class="sd">            Calculate PTL from input tsList as bit vector</span>
+<span class="sd">        LPPMDepthSearch(extensionOfP)</span>
+<span class="sd">            Mining local periodic patterns using depth first search.</span>
+<span class="sd">        mine()</span>
+<span class="sd">            Mining process will start from here.</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function.</span>
+<span class="sd">        getLocalPeriodicPatterns()</span>
+<span class="sd">            return local periodic patterns and its PTL</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of local periodic patterns will be loaded in to an output file.</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of local periodic patterns will be loaded in to a dataframe.</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    --------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 LPPMDepth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;maxPer&gt; &lt;minSoPer&gt; &lt;minDur&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 LPPMDepth.py sampleDB.txt patterns.txt 0.3 0.4 0.5</span>
+
+<span class="sd">    .. note: minDur will be considered as time interval between two consecutive periods</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.localPeriodicPattern.basic import LPPMDepth as alg</span>
+
+<span class="sd">            obj = alg.LPPMDepth(iFile, maxPer, maxSoPer, minDur)</span>
+
+<span class="sd">            obj.mine()</span>
+
+<span class="sd">            localPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(f&#39;Total number of local periodic patterns: {len(localPeriodicPatterns)}&#39;)</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in USS: {memUSS}&#39;)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(f&#39;Total memory in RSS: {memRSS}&#39;)</span>
+
+<span class="sd">            runtime = obj.getRuntime()</span>
+
+<span class="sd">            print(f&#39;Total execution time in seconds: {runtime})</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by So Nakamura under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="n">_localPeriodicPatterns__iFile</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+    <span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+    <span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__tsmin</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tsmax</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__tsList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_localPeriodicPatterns__sep</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__createTSlist</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create tsList as bit vector from temporal data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="mb">0b1</span> <span class="o">&lt;&lt;</span> <span class="n">count</span>
+            <span class="n">bitVector</span> <span class="o">=</span> <span class="n">bitVector</span> <span class="o">|</span> <span class="mb">0b1</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">):</span>
+                    <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">|</span> <span class="mb">0b1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">bitVector</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">different</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">bitVector</span><span class="o">.</span><span class="n">bit_length</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">bit_length</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&lt;&lt;</span> <span class="n">different</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__generateLPP</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate local periodic items from bit vector tsList.</span>
+<span class="sd">        When finish generating local periodic items, execute mining depth first search.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">I</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">:</span>
+            <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="n">ts</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">break</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">ts</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                    <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                    <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                                <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                            </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                                bitVector = 0b1 &lt;&lt; currentTs</span>
+<span class="sd">                                different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                                bitVector = bitVector | 0b1</span>
+<span class="sd">                                bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                                self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                            <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                    <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                    <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+                <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                    <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span><span class="p">))</span>
+<span class="w">                </span><span class="sd">&quot;&quot;&quot;else:</span>
+<span class="sd">                    bitVector = 0b1 &lt;&lt; currentTs+1</span>
+<span class="sd">                    different = abs(self.tsList[item].bit_length() - bitVector.bit_length())</span>
+<span class="sd">                    bitVector = bitVector | 0b1</span>
+<span class="sd">                    bitVector = bitVector &lt;&lt; different</span>
+<span class="sd">                    self.tsList[item] = self.tsList[item] | bitVector&quot;&quot;&quot;</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">])</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">I</span> <span class="o">|=</span> <span class="p">{</span><span class="n">item</span><span class="p">}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+        <span class="n">I</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">I</span><span class="p">))</span>
+        <span class="c1"># I = set(I)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__LPPMDepthSearch</span><span class="p">(</span><span class="n">I</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__calculatePTL</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tsList</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Set</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculate PTL from tsList as bit vector.</span>
+
+<span class="sd">        :param tsList: it is one item&#39;s tsList which is used bit vector.</span>
+<span class="sd">        :type tsList: int</span>
+<span class="sd">        :return: it is PTL of input item.</span>
+<span class="sd">        :rtype: set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="n">tsList</span><span class="p">))</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="n">tsList</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="n">currentTs</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">PTL</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="n">tsPre</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="n">soPer</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">break</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">[</span><span class="n">currentTs</span><span class="p">:]:</span>
+            <span class="k">if</span> <span class="n">ts</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">:</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">continue</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">=</span> <span class="n">currentTs</span> <span class="o">-</span> <span class="n">tsPre</span>
+                <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="ow">and</span> <span class="n">start</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">start</span> <span class="o">=</span> <span class="n">tsPre</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span>
+                <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="n">per</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                            <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+                        <span class="n">start</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+                <span class="n">tsPre</span> <span class="o">=</span> <span class="n">currentTs</span>
+                <span class="n">currentTs</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">start</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="n">soPer</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">soPer</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span> <span class="o">-</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="n">tsPre</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">soPer</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsmax</span> <span class="o">-</span> <span class="n">start</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">:</span>
+                <span class="n">PTL</span><span class="o">.</span><span class="n">add</span><span class="p">((</span><span class="n">start</span><span class="p">,</span> <span class="n">tsPre</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">PTL</span>
+
+    <span class="k">def</span> <span class="nf">__LPPMDepthSearch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">extensionsOfP</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="nb">str</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining n-length local periodic pattens from n-1-length patterns by depth first search.</span>
+
+<span class="sd">        :param extensionsOfP: it is n-1 length patterns list.</span>
+<span class="sd">        :type extensionsOfP: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">extensionsOfP</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">extensionsOfPx</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">extensionsOfP</span><span class="p">)):</span>
+                <span class="n">tspxy</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">extensionsOfP</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">extensionsOfP</span><span class="p">[</span><span class="n">y</span><span class="p">]]</span>
+                <span class="n">PTL</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__calculatePTL</span><span class="p">(</span><span class="n">tspxy</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">PTL</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">extensionsOfP</span><span class="p">[</span><span class="n">x</span><span class="p">])</span> <span class="o">==</span> <span class="nb">str</span><span class="p">:</span>
+                        <span class="n">pattern</span> <span class="o">=</span> <span class="p">(</span><span class="n">extensionsOfP</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">extensionsOfP</span><span class="p">[</span><span class="n">y</span><span class="p">])</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">PTL</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">tspxy</span>
+                        <span class="n">extensionsOfPx</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">px</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">extensionsOfP</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span>
+                        <span class="n">py</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">extensionsOfP</span><span class="p">[</span><span class="n">y</span><span class="p">]]</span>
+                        <span class="n">pattern</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">px</span> <span class="o">+</span> <span class="n">py</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="n">PTL</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">__tsList</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="n">tspxy</span>
+                        <span class="n">extensionsOfPx</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">extensionsOfPx</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__LPPMDepthSearch</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">extensionsOfPx</span><span class="p">))</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :type value: int or float or str</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        :rtype: int or float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="LPPMDepth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use &#39;mine()&#39; instead of &#39;startMine()&#39; for mining process. Starting from January 2025, &#39;startMine()&#39; will be completely terminated.&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here. This function calls createTSlist and generateLPP.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.mine">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process start from here. This function calls createTSlist and generateLPP.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__maxSoPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__minDur</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__createTSlist</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__generateLPP</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__startTime</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final local periodic patterns in a dataframe</span>
+
+<span class="sd">        :return: returning local periodic patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pat</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;PTL&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.save">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of local periodic patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">pat</span> <span class="o">=</span> <span class="n">pat</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">patternsAndPTL</span> <span class="o">=</span> <span class="n">pat</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndPTL</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="nb">str</span><span class="p">],</span> <span class="n">Set</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of local periodic patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_localPeriodicPatterns__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="LPPMDepth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPMDepth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">LPPMDepth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Local Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html b/sphinx/_build/html/_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html
new file mode 100644
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+             
+  <h1>Source code for PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CFPGrowth is a basic code of the fundamental algorithm to discover frequent patterns based on multiple minimum support in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.multipleMinimumSupportBasedFrequentPattern.basic import basic as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.basic(iFile, mIS)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#            run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+<span class="n">_MIS</span> <span class="o">=</span> <span class="p">{}</span>
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param node: Children node.</span>
+<span class="sd">        :type node: Node</span>
+<span class="sd">        :return: Updates the children nodes and parent nodes</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minSup</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param count: frequency of item</span>
+<span class="sd">        :type count: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">getFinalConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates the conditional patterns for a node</span>
+
+<span class="sd">        :param alpha: node to generate conditional patterns</span>
+<span class="sd">        :return: returns conditional patterns, frequency of each item in conditional patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalFreq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">freq</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalFreq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getConditionalTransactions</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">,</span> <span class="n">conditionalFreq</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the frequency of items in conditional patterns and sorting the patterns</span>
+
+<span class="sd">        :param ConditionalPatterns: paths of a node</span>
+<span class="sd">        :param conditionalFreq: frequency of each item in the path</span>
+<span class="sd">        :return: conditional patterns and frequency of each item in transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="c1">#up_dict = {k: v for k, v in data1.items() if v &gt;= _minSup}</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="n">data1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">up_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">freq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">up_dict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="nb">int</span><span class="p">],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the frequent patterns</span>
+
+<span class="sd">        :param prefix: an empty list</span>
+<span class="sd">        :return: Frequent patterns that are extracted from fp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_MIS</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_MIS</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="nb">min</span><span class="p">(</span><span class="n">sup</span><span class="p">):</span>
+                <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFinalConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">freq</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+
+
+<div class="viewcode-block" id="CFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">CFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   basic is one of the fundamental algorithm to discover frequent patterns based on multiple minimum support in a transactional database.</span>
+
+<span class="sd">    :Reference:   Ya-Han Hu and Yen-Liang Chen. 2006. Mining association rules with multiple minimum supports: a new mining algorithm and a support tuning mechanism.</span>
+<span class="sd">                  Decis. Support Syst. 42, 1 (October 2006), 1–24. https://doi.org/10.1016/j.dss.2004.09.007</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Uncertain Minimum Support Based Frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain Minimum Support Based Frequent patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        MIS: file or dictionary</span>
+<span class="sd">            Multiple minimum supports of all items in the database</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">      (.venv) $ python3 CFPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt;</span>
+
+<span class="sd">      Examples:</span>
+
+<span class="sd">      (.venv) $  python3 CFPGrowth.py sampleDB.txt patterns.txt MISFile.txt</span>
+
+
+<span class="sd">              .. note:: minSup  will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.multipleMinimumSupportBasedFrequentPattern.basic import basic as alg</span>
+
+<span class="sd">            obj = alg.basic(iFile, mIS)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_MIS</span> <span class="o">=</span> <span class="nb">str</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">MIS</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">MIS</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="c1"># print(temp)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_getMISValues</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the Minimum supports given by the user for each item in the database</span>
+<span class="sd">        :reurtn: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">items</span><span class="p">,</span> <span class="n">MIS</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;MIS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">MIS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">[</span><span class="s1">&#39;MIS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">MIS</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="c1"># for x, y in self.__mapSupport.items():</span>
+        <span class="c1">#     print(x, y)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="o">.</span><span class="n">values</span><span class="p">())}</span>
+        <span class="c1"># for x, y in self.__mapSupport.items():</span>
+        <span class="c1">#     print(x, y)</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">__updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                    rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">list2</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">__buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transactions</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+<span class="sd">        :param info: support details of each item in transactions.</span>
+<span class="sd">        :return: transactions compressed in fp-tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">__savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+<span class="sd">        :return: patterns with original item names.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="CFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: none</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: none</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_MIS</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_getMISValues</span><span class="p">()</span>
+        <span class="c1">#MIS = self._MISValues</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">_MIS</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">__Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">__Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using basic algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        this function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">CFPGrowth</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/Transactional_T10I4D100K-3.csv&#39;</span><span class="p">,</span> <span class="s1">&#39;/Users/Likhitha/Downloads/MIS_T10I4D100K_.csv&#39;</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/CFPGrowth_output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html b/sphinx/_build/html/_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html
new file mode 100644
index 000000000..62cad4bc9
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html
@@ -0,0 +1,763 @@
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+      <li class="breadcrumb-item active">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus</li>
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+             
+  <h1>Source code for PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+<span class="n">MIS</span> <span class="o">=</span> <span class="p">{}</span>
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param node: Children node.</span>
+<span class="sd">        :type node: Node</span>
+<span class="sd">        :return: Updates the children nodes and parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minSup</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">count</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transactions in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param count: frequency of item</span>
+<span class="sd">        :type count: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">getFinalConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates the conditional patterns for a node</span>
+
+<span class="sd">        :param alpha: node to generate conditional patterns</span>
+<span class="sd">        :return: returns conditional patterns, frequency of each item in conditional patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalFreq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">freq</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalFreq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getConditionalTransactions</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">,</span> <span class="n">conditionalFreq</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the frequency of items in conditional patterns and sorting the patterns</span>
+
+<span class="sd">        :param ConditionalPatterns: paths of a node</span>
+<span class="sd">        :param conditionalFreq: frequency of each item in the path</span>
+<span class="sd">        :return: conditional patterns and frequency of each item in transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1">#global _minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data1</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">support</span><span class="p">}</span>
+        <span class="c1">#up_dict = data1.copy()</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">up_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">freq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">up_dict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the frequent patterns</span>
+
+<span class="sd">        :param prefix: an empty list</span>
+<span class="sd">        :return: Frequent patterns that are extracted from fp-tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">minMIS</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">minMIS</span><span class="p">:</span>
+              <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFinalConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">freq</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+
+<span class="n">minMIS</span> <span class="o">=</span> <span class="mi">0</span>
+
+<div class="viewcode-block" id="CFPGrowthPlus">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus">[docs]</a>
+<span class="k">class</span> <span class="nc">CFPGrowthPlus</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    :Description:</span>
+
+<span class="sd">    :Reference:   R. Uday Kiran P. Krishna Reddy Novel techniques to reduce search space in multiple minimum supports-based frequent</span>
+<span class="sd">                  pattern mining algorithms. 11-20 2011 EDBT https://doi.org/10.1145/1951365.1951370</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Uncertain Multiple Minimum Support Based Frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain Minimum Support Based Frequent patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        MIS: file or dictionary</span>
+<span class="sd">            Multiple minimum supports of all items in the database</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        savePatterns(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ------------------------------------</span>
+<span class="sd">     .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 CFPGrowthPlus.py &lt;inputFile&gt; &lt;outputFile&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $ python3 CFPGrowthPlus.py sampleDB.txt patterns.txt MISFile.txt</span>
+
+
+<span class="sd">                .. note:: minSup  will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.multipleMinimumSupportBasedFrequentPattern.basic import CFPGrowthPlus as alg</span>
+
+<span class="sd">            obj = alg.CFPGrowthPlus(iFile, mIS)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_MIS</span> <span class="o">=</span> <span class="nb">str</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">MIS</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">MIS</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_getMISValues</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the Minimum supports given by the user for each item in the database</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">items</span><span class="p">,</span> <span class="n">MIS</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;MIS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">MIS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">[</span><span class="s1">&#39;MIS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">MIS</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MIS</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">minMIS</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="o">.</span><span class="n">values</span><span class="p">())}</span>
+        <span class="n">minMIS</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">__updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                    rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">list2</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">__buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transactions</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+<span class="sd">        :param info: support details of each item in transactions.</span>
+<span class="sd">        :return: transactions compressed in fp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">__savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+<span class="sd">        :return: patterns with original item names.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="CFPGrowthPlus.startMine">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.Mine">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">MIS</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_getMISValues</span><span class="p">()</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">MIS</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_MISValues</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">__Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">__Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using frequentPatternGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.save">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CFPGrowthPlus.printResults">
+<a class="viewcode-back" href="../../../../PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        this function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CFPGrowthPlus</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CFPGrowthPlus</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html b/sphinx/_build/html/_modules/PAMI/partialPeriodicFrequentPattern/basic/abstract.html
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+             
+  <h1>Source code for PAMI.partialPeriodicFrequentPattern.basic.abstract</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">ABC</span><span class="p">,</span> <span class="n">abstractmethod</span>
+<span class="kn">import</span> <span class="nn">time</span>
+<span class="kn">import</span> <span class="nn">math</span>
+<span class="kn">import</span> <span class="nn">csv</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span> <span class="k">as</span> <span class="n">c</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">os.path</span>
+<span class="kn">import</span> <span class="nn">psutil</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">partialPeriodicPatterns</span><span class="p">(</span><span class="n">ABC</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   This abstract base class defines the variables and methods that every partial periodic pattern mining algorithm must</span>
+<span class="sd">                    employ in PAMI</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        minSup: float</span>
+<span class="sd">            UserSpecified minimum support value. It has to be given in terms of count of total number of transactions</span>
+<span class="sd">            in the input database/file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the algorithm</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the algorithm</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getFrequentPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to data frame</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the program will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the program will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the program will be retrieved from this function</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">minPR</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: Input file name or path of the input file</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param minSup: UserSpecified minimum support value. It has to be given in terms of count of total number of</span>
+<span class="sd">        transactions in the input database/file</span>
+<span class="sd">        :type minSup: float/int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicPatterns__iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicPatterns__minSup</span> <span class="o">=</span> <span class="n">minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicPatterns__maxPer</span> <span class="o">=</span> <span class="n">maxPer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicPatterns__minPR</span> <span class="o">=</span> <span class="n">minPR</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicPatterns__sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__iFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the input file path/file name&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__minSup</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the user-specified minimum support value&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__maxPer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the user specified maximum periodicity value&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__sep</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the user specified maximum periodicity value&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__startTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the start time of the mining process&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__endTime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the end time of the complete program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__memoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the end time of the complete program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__memoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the end time of the complete program&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__finalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the complete set of patterns in a dictionary&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">__oFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Variable to store the name of the output file to store the complete set of frequent patterns&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span>
+
+<div class="viewcode-block" id="partialPeriodicPatterns.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.startMine">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Code for the mining process will start from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns generated will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.save">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be saved in to an output file from this function</span>
+<span class="sd">        :param oFile: Name of the output file</span>
+<span class="sd">        :type oFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to data frame from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getRuntime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of runtime taken by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.printResults">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To print all the results of execution. &quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html b/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html
new file mode 100644
index 000000000..1465c07ac
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/basic/PPPGrowth.html
@@ -0,0 +1,842 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
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+  <h1>Source code for PAMI.partialPeriodicPattern.basic.PPPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PPPGrowth is fundamental approach to mine the partial periodic patterns in temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#         from PAMI.periodicFrequentPattern.basic import PPPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#         obj = alg.PPPGrowth(iFile, minPS, period)</span>
+<span class="c1">#</span>
+<span class="c1">#         obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#         partialPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#         print(&quot;Total number of partial periodic Patterns:&quot;, len(partialPeriodicPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#         obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#         Df = obj.getPatternInDf()</span>
+<span class="c1">#</span>
+<span class="c1">#         memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#         print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#         memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#         print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#         run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#         print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_abstract</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_minPS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_period</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of transaction at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">        storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents the one transactions in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param tid : represents the timestamp of transaction</span>
+<span class="sd">        :type tid : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">_getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates all the conditional patterns of respective node</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : Node</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">_generateTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates the Time Stamps</span>
+
+<span class="sd">        :param node : it represents the node in tree</span>
+<span class="sd">        :type node : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalTs</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTs</span>
+
+    <span class="k">def</span> <span class="nf">_removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the timeStamps of a node</span>
+
+<span class="sd">        :param alpha: node of tree</span>
+<span class="sd">        :return: timeStamps of a node</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodicSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support and periodicity with list of timestamps</span>
+
+<span class="sd">        :param timeStamps : timestamps of a pattern</span>
+<span class="sd">        :type timeStamps : lis</span>
+<span class="sd">        :return: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="n">_period</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">per</span>
+
+    <span class="k">def</span> <span class="nf">_conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic frequent items</span>
+
+<span class="sd">        :param conditionalPatterns : conditional_patterns generated from condition_pattern method for</span>
+<span class="sd">                                respective node</span>
+<span class="sd">        :type conditionalPatterns : list</span>
+<span class="sd">        :param conditionalTimeStamps : represents the timestamps of conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps : list</span>
+
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_period</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minPS</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">patterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">_generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Iterable</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :return : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">_addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">_generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="PPPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">PPPGrowth</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">_partialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   3pgrowth is fundamental approach to mine the partial periodic patterns in temporal database.</span>
+
+<span class="sd">    :Reference:   Discovering Partial Periodic Itemsets in Temporal Databases,SSDBM &#39;17: Proceedings of the 29th International Conference on Scientific and Statistical Database ManagementJune 2017</span>
+<span class="sd">                  Article No.: 30 Pages 1–6https://doi.org/10.1145/3085504.3085535</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minPS: float:</span>
+<span class="sd">                   Minimum partial periodic pattern...</span>
+<span class="sd">    :param  period: float:</span>
+<span class="sd">                   Minimum partial periodic...</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minPS: float or int or str</span>
+<span class="sd">            The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        period: float or int or str</span>
+<span class="sd">            The user can specify period either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of period is integer, then it treats period is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: period=10 will be treated as integer, while period=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        partialPeriodicOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+<span class="sd">        updateTransactions()</span>
+<span class="sd">            updates the transactions by removing the aperiodic items and sort the transactions with items</span>
+<span class="sd">            by decreasing support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            constrcuts the main tree by setting the root node as null</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            main program to mine the partial periodic patterns</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">      .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $python3 PPPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minPS&gt; &lt;period&gt;</span>
+<span class="sd">    </span>
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $ python3 PPPGrowth.py sampleDB.txt patterns.txt 10.0 2.0</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.periodicFrequentPattern.basic import PPPGrowth as alg</span>
+
+<span class="sd">            obj = alg.PPPGrowth(iFile, minPS, period)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            partialPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of partial periodic Patterns:&quot;, len(partialPeriodicPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDf()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -----------------</span>
+<span class="sd">    The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_minPS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_period</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankdup</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">tids</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">tids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">tids</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_partialPeriodicOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lp</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">lp</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">}</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">pfList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">pfList</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        remove the items which are not frequent from transactions and updates the transactions with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Tree&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        it takes the transactions and support of each item and construct the main tree with setting root</span>
+<span class="sd">                            node as null</span>
+
+<span class="sd">        :param data : it represents the one transactions in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        :return: tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">set1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">_addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemset</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the pattern with its original item name</span>
+
+<span class="sd">        :param itemset: partial periodic pattern.</span>
+<span class="sd">        :return: pattern with original item name</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemset</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankdup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+
+<div class="viewcode-block" id="PPPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+
+<div class="viewcode-block" id="PPPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree.</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_period</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_partialPeriodicOneItem</span><span class="p">()</span>
+        <span class="n">_minPS</span><span class="p">,</span> <span class="n">_period</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankdup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">_generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Partial Periodic Patterns were generated successfully using 3PGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="PPPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;periodicSupport&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PPPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPPGrowth</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPPGrowth</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.partialPeriodicPattern.basic.PPP_ECLAT</h1><div class="highlight"><pre>
+<span></span><span class="c1"># 3pEclat is the fundamental approach to mine the partial periodic frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PPP_ECLAT as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PPP_ECLAT(iFile, minPS, period)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of partial periodic patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="PPP_ECLAT">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT">[docs]</a>
+<span class="k">class</span> <span class="nc">PPP_ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_partialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Descripition:   3pEclat is the fundamental approach to mine the partial periodic frequent patterns.</span>
+
+<span class="sd">    :Reference:   R. Uday Kirana,b,∗ , J.N. Venkateshd, Masashi Toyodaa , Masaru Kitsuregawaa,c , P. Krishna Reddy Discovering partial periodic-frequent patterns in a transactional database</span>
+<span class="sd">                  https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/774/JSS_2017.pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  minPS: float:</span>
+<span class="sd">                   Minimum partial periodic pattern...</span>
+<span class="sd">    :param  period: float:</span>
+<span class="sd">                   Minimum partial periodic...</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        self.iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        self. oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minPS: float or int or str</span>
+<span class="sd">            The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        period: float or int or str</span>
+<span class="sd">            The user can specify period either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of period is integer, then it treats period is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: period=10 will be treated as integer, while period=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        tidList : dict</span>
+<span class="sd">            stores the timestamps of an item</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an  output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingOneitemSets()</span>
+<span class="sd">            Scan the database and store the items with their timestamps which are periodic frequent</span>
+<span class="sd">        getPeriodAndSupport()</span>
+<span class="sd">            Calculates the support and period for a list of timestamps.</span>
+<span class="sd">        Generation()</span>
+<span class="sd">            Used to implement prefix class equivalence method to generate the periodic patterns recursively</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">      .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PPP_ECLAT.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minPS&gt; &lt;period&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $ python3 PPP_ECLAT.py sampleDB.txt patterns.txt 0.3 0.4</span>
+
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    ...     code-block:: python</span>
+
+<span class="sd">            from PAMI.periodicFrequentPattern.basic import PPP_ECLAT as alg</span>
+
+<span class="sd">            obj = alg.PPP_ECLAT(iFile, minPS,period)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of partial periodic patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ------------------</span>
+<span class="sd">    The complete program was written by P.RaviKumar  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_itemsetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_writer</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_minPS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_period</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+<span class="sd">        :param value: user specified value</span>
+
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodicSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support and periodicity with list of timestamps.</span>
+
+<span class="sd">        :param timeStamps : timestamps of a pattern</span>
+<span class="sd">        :type timeStamps : list</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                <span class="n">per</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">per</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">tids</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">tids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">tids</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingOneitemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the Temporal database / Input file and stores the 1-length partial-periodic patterns.</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lp</span> <span class="o">=</span> <span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">lp</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">suffix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">tidSetX</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        saves the patterns that satisfy the partial periodic property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param suffix : the suffix of a patterns</span>
+<span class="sd">        :type suffix : list</span>
+<span class="sd">        :param tidSetX : the timestamp of a patterns</span>
+<span class="sd">        :type tidSetX : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">itemSets</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">tidSets</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">list</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns following Equivalence-class methods</span>
+
+<span class="sd">        :param prefix :  main equivalence prefix</span>
+<span class="sd">        :type prefix : partial-periodic item or pattern</span>
+<span class="sd">        :param itemSets : patterns which are items combined with prefix and satisfying the periodicity</span>
+<span class="sd">                        and partial property with their timestamps</span>
+<span class="sd">        :type itemSets : list</span>
+<span class="sd">        :param tidSets : timestamps of the items in the argument itemSets</span>
+<span class="sd">        :type tidSets : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidi</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidi</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newprefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newprefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program start with extracting the periodic frequent items from the database and</span>
+<span class="sd">        performs prefix equivalence to form the combinations and generates partial-periodic patterns.</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.Mine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program start with extracting the periodic frequent items from the database and</span>
+<span class="sd">        performs prefix equivalence to form the combinations and generates partial-periodic patterns.</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingOneitemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Partial Periodic Patterns were generated successfully using 3PEclat algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;periodicSupport&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PPP_ECLAT.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPP_ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPP_ECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">500</span><span class="p">]:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPP_ECLAT</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/temporal_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="mi">5000</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Maximal Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/output.txt&#39;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html b/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html
new file mode 100644
index 000000000..3dedfc877
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+++ b/sphinx/_build/html/_modules/PAMI/partialPeriodicPattern/closed/PPPClose.html
@@ -0,0 +1,717 @@
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.partialPeriodicPattern.closed.PPPClose</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.partialPeriodicPattern.closed.PPPClose</h1><div class="highlight"><pre>
+<span></span>
+
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.partialPeriodicPattern.closed import PPPClose as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PPPClose(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.closed</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_abstract</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="PPPClose">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose">[docs]</a>
+<span class="k">class</span> <span class="nc">PPPClose</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">_partialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">    PPPClose algorithm is used to discover the closed partial periodic patterns in temporal databases.</span>
+<span class="sd">    It uses depth-first search.</span>
+
+<span class="sd">    :Reference: R. Uday Kiran1 , J. N. Venkatesh2 , Philippe Fournier-Viger3 , Masashi Toyoda1 , P. Krishna Reddy2 and Masaru Kitsuregawa</span>
+<span class="sd">                 https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/799/PAKDD.pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  period: float:</span>
+<span class="sd">                   Minimum partial periodic...</span>
+<span class="sd">    :param  periodicSupport: float:</span>
+<span class="sd">                   Minimum partial periodic...</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file or path of the input file</span>
+<span class="sd">        periodicSupport: int or float or str</span>
+<span class="sd">            The user can specify periodicSupport either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of periodicSupport is integer, then it treats periodicSupport is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: periodicSupport=10 will be treated as integer, while periodicSupport=10.0 will be treated as float</span>
+<span class="sd">        period: int or float or str</span>
+<span class="sd">            The user can specify period either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of period is integer, then it treats period is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: period=10 will be treated as integer, while period=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PPPClose.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;periodicSupport&gt; &lt;period&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $ python3 PPPClose.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+
+<span class="sd">    **Sample run of the imported code:**</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.partialPeriodicPattern.closed import PPPClose as alg</span>
+
+<span class="sd">            obj = alg.PPPClose(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_periodicSupport</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_period</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_transaction</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maxItemId</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tableSize</span> <span class="o">=</span> <span class="mi">10000</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">timeStamp</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">timeStamp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">timeStamp</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_OneLengthPartialItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To scan the database and extracts the 1-length periodic-frequent items</span>
+
+<span class="sd">        :return: Returns the 1-length periodic-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">period</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="n">period</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">period</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">period</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">}</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">t1</span> <span class="o">+=</span> <span class="n">i</span>
+            <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">t1</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])]</span>
+        <span class="k">return</span> <span class="n">periodicFrequentItems</span>
+
+    <span class="k">def</span> <span class="nf">_calculate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tidSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the weight if pattern based on the respective timeStamps</span>
+
+<span class="sd">        :param tidSet: timeStamps of the pattern</span>
+<span class="sd">        :return: the calculated weight of the timeStamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">hashcode</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tidSet</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">+=</span> <span class="n">i</span>
+        <span class="k">if</span> <span class="n">hashcode</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">hashcode</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">hashcode</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tableSize</span>
+
+    <span class="k">def</span> <span class="nf">_contains</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check if the key(hashcode) is in dictionary(hashing) variable</span>
+
+<span class="sd">        :param itemSet: generated periodic-frequent itemSet</span>
+<span class="sd">        :param val: support and period of itemSet</span>
+<span class="sd">        :param hashcode: the key generated in calculate() method for every itemSet</span>
+
+<span class="sd">        :return: true if itemSet with same support present in dictionary(hashing) or else returns false</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]:</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="n">i</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="n">itemSetX</span><span class="p">]</span> <span class="ow">and</span> <span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)</span><span class="o">.</span><span class="n">issuperset</span><span class="p">(</span><span class="n">itemSet</span><span class="p">):</span>
+                <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="kc">False</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodicSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the period and support of timeStamps</span>
+
+<span class="sd">        :param: timeStamps: timeStamps of itemSet</span>
+<span class="sd">        :return: period and support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">sup</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Saves the generated pattern which satisfies the closed property</span>
+
+<span class="sd">        :param prefix: the prefix part of itemSet</span>
+<span class="sd">        :param suffix: the suffix part of itemSet</span>
+<span class="sd">        :param tidSetX: the timeStamps of the generated itemSet</span>
+<span class="sd">        :return: saves the closed periodic-frequent pattern</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">prefix</span><span class="p">))</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodicSupport</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculate</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_contains</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+            <span class="k">if</span> <span class="n">hashcode</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">):</span> <span class="n">val</span><span class="p">}</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_processEquivalenceClass</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        :param prefix: Prefix class of an itemSet</span>
+<span class="sd">        :param itemSets: suffix items in periodicFrequentItems that satisfies the periodicSupport condition</span>
+<span class="sd">        :param tidSets: timeStamps of items in itemSets respectively</span>
+<span class="sd">        :return: closed periodic patterns with length more than 2</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidList</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidList</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">:</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">suffix</span> <span class="o">+=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">,</span> <span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">suffix</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemI</span><span class="p">],</span> <span class="n">tidSetI</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemJ</span><span class="p">],</span> <span class="n">tidSetJ</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemJ</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">classItemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+<div class="viewcode-block" id="PPPClose.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.mine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_OneLengthPartialItems</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemJ</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">([],</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Closed periodic frequent patterns were generated successfully using PPPClose algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;periodicSupport&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PPPClose.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Closed Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPPClose</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPPClose</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+</pre></div>
+
+           </div>
+          </div>
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+             
+  <h1>Source code for PAMI.partialPeriodicPattern.topk.abstract</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is free software: you can redistribute it and/or modify</span>
+<span class="c1">#      it under the terms of the GNU General Public License as published by</span>
+<span class="c1">#      the Free Software Foundation, either version 3 of the License, or</span>
+<span class="c1">#      (at your option) any later version.</span>
+<span class="c1">#</span>
+<span class="c1">#      This program is distributed in the hope that it will be useful,</span>
+<span class="c1">#      but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="c1">#      MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="c1">#      GNU General Public License for more details.</span>
+<span class="c1">#</span>
+<span class="c1">#      You should have received a copy of the GNU General Public License</span>
+<span class="c1">#      along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+
+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">ABC</span><span class="p">,</span> <span class="n">abstractmethod</span>
+<span class="kn">import</span> <span class="nn">time</span> <span class="k">as</span> <span class="nn">_time</span>
+<span class="kn">import</span> <span class="nn">math</span> <span class="k">as</span> <span class="nn">_math</span>
+<span class="kn">import</span> <span class="nn">csv</span> <span class="k">as</span> <span class="nn">_csv</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">_pd</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span> <span class="k">as</span> <span class="n">_defaultdict</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span> <span class="k">as</span> <span class="n">_combinations</span>
+<span class="kn">import</span> <span class="nn">os</span> <span class="k">as</span> <span class="nn">_os</span>
+<span class="kn">import</span> <span class="nn">os.path</span> <span class="k">as</span> <span class="nn">_path</span>
+<span class="kn">import</span> <span class="nn">psutil</span> <span class="k">as</span> <span class="nn">_psutil</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns">[docs]</a>
+<span class="k">class</span> <span class="nc">partialPeriodicPatterns</span><span class="p">(</span><span class="n">ABC</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: This abstract base class defines the variables and methods that every periodic-frequent pattern mining algorithm must employ in PAMI</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        k: int or float or str</span>
+<span class="sd">            The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        period: int or float or str</span>
+<span class="sd">            The user can specify period either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of period is integer, then it treats period is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: period=10 will be treated as integer, while period=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the algorithm</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the algorithm</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file to store complete set of periodic-frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to data frame</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the program will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the program will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the program will be retrieved from this function</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param iFile: Input file name or path of the input file</span>
+<span class="sd">        :type iFile: str</span>
+<span class="sd">        :param k: The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats k is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: k=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        :type k: int or float or str</span>
+<span class="sd">        :param period: The user can specify period either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of period is integer, then it treats period is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: period=10 will be treated as integer, while period=10.0 will be treated as float</span>
+<span class="sd">        :type period: int or float or str</span>
+<span class="sd">        :param sep: separator used in user specified input file</span>
+<span class="sd">        :type sep: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="n">k</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="n">period</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.startMine">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Code for the mining process will start from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatterns">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of periodic-frequent patterns generated will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.save">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of periodic-frequent patterns will be saved in to an output file from this function</span>
+
+<span class="sd">        :param oFile: Name of the output file</span>
+<span class="sd">        :type oFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of periodic-frequent patterns will be loaded in to data frame from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryUSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryRSS">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the program will be retrieved from this function&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getRuntime">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of runtime taken by the program will be retrieved from this function&quot;&quot;&quot;</span>
+
+        <span class="k">pass</span></div>
+
+
+<div class="viewcode-block" id="partialPeriodicPatterns.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.printResults">[docs]</a>
+    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To print all the results of execution&quot;&quot;&quot;</span>
+        <span class="k">pass</span></div>
+</div>
+
+</pre></div>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.partialPeriodicPattern.topk.k3PMiner</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.partialPeriodicPattern.topk.k3PMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># k3PMiner is and algorithm to discover top - k partial periodic patterns in a temporal  database.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.partialPeriodicPattern.topk.k3PMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.k3PMiner(iFile, k, periodicity)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             partialPeriodicPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of top partial periodic Patterns:&quot;, len(partialPeriodicPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPattern.topk</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_abstract</span>
+<span class="kn">import</span> <span class="nn">validators</span> <span class="k">as</span> <span class="nn">_validators</span>
+<span class="kn">from</span> <span class="nn">urllib.request</span> <span class="kn">import</span> <span class="n">urlopen</span> <span class="k">as</span> <span class="n">_urlopen</span>
+<span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<div class="viewcode-block" id="k3PMiner">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">k3PMiner</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">partialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   k3PMiner is and algorithm to discover top - k partial periodic patterns in a temporal  database.</span>
+
+<span class="sd">    :Reference:  Palla Likhitha,Rage Uday Kiran, Discovering Top-K Partial Periodic Patterns in Big Temporal Databases https://dl.acm.org/doi/10.1007/978-3-031-39847-6_28</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  period: str:</span>
+<span class="sd">                   Minimum partial periodic...</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">            iFile : str</span>
+<span class="sd">                Input file name or path of the input file</span>
+<span class="sd">            k: int</span>
+<span class="sd">                User specified count of top partial periodic patterns</span>
+<span class="sd">            sep : str</span>
+<span class="sd">                This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">                However, the users can override their default separator.</span>
+<span class="sd">            oFile : str</span>
+<span class="sd">                Name of the output file or the path of the output file</span>
+<span class="sd">            startTime:float</span>
+<span class="sd">                To record the start time of the mining process</span>
+<span class="sd">            endTime:float</span>
+<span class="sd">                To record the completion time of the mining process</span>
+<span class="sd">            finalPatterns: dict</span>
+<span class="sd">                Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">            memoryUSS : float</span>
+<span class="sd">                To store the total amount of USS memory consumed by the program</span>
+<span class="sd">            memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            startMine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">            getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">            save(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">            getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">            creatingItemSets()</span>
+<span class="sd">                Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">            frequentOneItem()</span>
+<span class="sd">                Generates one frequent patterns</span>
+<span class="sd">            eclatGeneration(candidateList)</span>
+<span class="sd">                It will generate the combinations of frequent items</span>
+<span class="sd">            generateFrequentPatterns(tidList)</span>
+<span class="sd">                It will generate the combinations of frequent items from a list of items</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">     .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       python3 k3PMiner.py &lt;iFile&gt; &lt;oFile&gt; &lt;k&gt; &lt;period&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       python3 k3PMiner.py sampleDB.txt patterns.txt 10 3</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    ...     code-block:: python</span>
+
+<span class="sd">            import PAMI.partialPeriodicPattern.topk.k3PMiner as alg</span>
+
+<span class="sd">            obj = alg.Topk_PPPGrowth(iFile, k, period)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            partialPeriodicPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of top partial periodic Patterns:&quot;, len(partialPeriodicPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">            The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_period</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_minimum</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">timeStamp</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">timeStamp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">timeStamp</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">))</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">period</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="n">period</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">period</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">period</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="c1">#print(self._mapSupport)</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="c1">#print(plist)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">plist</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+                <span class="k">break</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="c1">#print(len(self._finalPatterns),  self._k, self._periodicity)</span>
+        <span class="c1">#print(self._finalPatterns)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="c1">#print(self._minimum)</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_getSupportAndPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">:</span>
+                <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">sup</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetI</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+<span class="sd">        :type suffix: list</span>
+<span class="sd">        :param tidSetI: the timestamp of a patterns</span>
+<span class="sd">        :type tidSetI: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="c1">#print(prefix)</span>
+        <span class="c1">#print(self._minimum)</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span>
+        <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                       <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+                <span class="c1">#print(self._finalPatterns)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1">#print(prefix, val)</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">y</span><span class="p">:</span>
+                    <span class="c1">#print(&quot;yes&quot;)</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                           <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+                    <span class="c1">#print(self._finalPatterns)</span>
+                    <span class="k">return</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Equivalence class is followed  and checks for the patterns generated for periodic-frequent patterns.</span>
+
+<span class="sd">        :param prefix:  main equivalence prefix</span>
+<span class="sd">        :type prefix: periodic-frequent item or pattern</span>
+<span class="sd">        :param itemSets: patterns which are items combined with prefix and satisfying the periodicity</span>
+<span class="sd">                        and frequent with their timestamps</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: timestamps of the items in the argument itemSets</span>
+<span class="sd">        :type tidSets: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetI</span><span class="p">)</span>
+
+<div class="viewcode-block" id="k3PMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">            </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Main function of the program</span>
+
+<span class="sd">            &quot;&quot;&quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+            <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="n">itemI</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">tidSetI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+                <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+                <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                    <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                    <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                    <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                    <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                        <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                        <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;TopK partial periodic patterns were generated successfully&quot;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+            <span class="n">process</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_abstract</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_abstract</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="k3PMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">k3PMiner</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">k3PMiner</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html b/sphinx/_build/html/_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html
new file mode 100644
index 000000000..40fac98f9
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html
@@ -0,0 +1,916 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth &mdash; PAMI 2024.04.23 documentation</title>
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.periodicFrequentPattern.basic import PPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = alg.PPGrowth(iFile, minSup, maxPer)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#     periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#     Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#     memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     </span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">PAMI.partialPeriodicPatternInMultipleTimeSeries</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_periodicSupport</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_period</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or None</span>
+<span class="sd">            Storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of a database at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of a node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            Storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children to a node</span>
+
+<span class="sd">        :param node: parent node in the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            Stores the support of the items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransactions(Database)</span>
+<span class="sd">            Creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            Generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">            Takes the prefixPath of a node and support at child of the path and extract the frequent patterns from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            Removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            Starts from the root node of the tree and mines the periodic-frequent patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into tree</span>
+
+<span class="sd">            :param transaction: To represent the complete database</span>
+<span class="sd">            :type transaction: list</span>
+<span class="sd">            :param tid: To represent the timestamp of a database</span>
+<span class="sd">            :type tid: list</span>
+<span class="sd">            :return: pfp-growth tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of a respective node</span>
+
+<span class="sd">        :param alpha: To represent a Node in the tree</span>
+<span class="sd">        :type alpha: Node</span>
+<span class="sd">        :return: A tuple consisting of finalPatterns, conditional pattern base and information</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalDatabases</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timestamps of a node</span>
+
+<span class="sd">        :param node: A node in the tree</span>
+<span class="sd">        :return: Timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue: To represent a node in the tree</span>
+<span class="sd">        :type nodeValue: node</span>
+<span class="sd">        :return: Tree with their nodes updated with timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get all the timestamps of the nodes which share same item name</span>
+
+<span class="sd">        :param alpha: Node in a tree</span>
+<span class="sd">        :return: Timestamps of a  node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span><span class="n">_period</span><span class="p">,</span><span class="n">_periodicSupport</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">timedif</span><span class="o">=</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span>
+            <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timedif</span><span class="p">)</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="k">if</span><span class="p">(</span><span class="n">_period</span><span class="o">&gt;=</span><span class="n">timedif</span><span class="p">):</span>
+                <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">per</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">)]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic-frequent items</span>
+
+<span class="sd">        :param conditionalPatterns: conditionalPatterns generated from conditionPattern method of a respective node</span>
+<span class="sd">        :type conditionalPatterns: list</span>
+<span class="sd">        :param conditionalTimeStamps: Represents the timestamps of a conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps: list</span>
+<span class="sd">        :returns: Returns conditional transactions by removing non-periodic and non-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_periodicSupport</span><span class="p">,</span><span class="n">_period</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_periodicSupport</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_period</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix: Forms the combination of items</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :returns: yields patterns with their support and periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="PPGrowth">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">PPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_partialPeriodicPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description:   PPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   C. Saideep, R. Uday Kiran, K. Zettsu, P. Fournier-Viger, M. Kitsuregawa and P. Krishna Reddy,</span>
+<span class="sd">                 &quot;Discovering Periodic Patterns in Irregular Time Series,&quot; 2019 International Conference on Data Mining Workshops (ICDMW), 2019,</span>
+<span class="sd">                  pp. 1020-1028, doi: 10.1109/ICDMW.2019.00147.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from database</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+
+<span class="sd">    **Terminal command**</span>
+
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $  python3 PPGrowth.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+
+<span class="sd">        from PAMI.periodicFrequentPattern.basic import PPGrowth as alg</span>
+
+<span class="sd">        obj = alg.PPGrowth(iFile, minSup, maxPer)</span>
+
+<span class="sd">        obj.startMine()</span>
+
+<span class="sd">        periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">        obj.save(oFile)</span>
+
+<span class="sd">        Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+
+
+<span class="sd">            The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_periodicSupport</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_period</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the support of each item in the database and assign ranks to the items</span>
+<span class="sd">        by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :returns: return the one-length periodic frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_periodicSupport</span><span class="p">,</span><span class="n">_period</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="n">_period</span><span class="o">&gt;=</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]:</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_periodicSupport</span><span class="p">}</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">pfList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">pfList</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from database and updates the database with rank of items</span>
+
+<span class="sd">        :param dict1: frequent items with support</span>
+<span class="sd">        :type dict1: dictionary</span>
+<span class="sd">        :return: Sorted and updated transactions</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the database and support of an each item and construct the main tree by setting root node as a null</span>
+
+<span class="sd">        :param data: it represents the one Databases in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :return: returns root node of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">,</span><span class="n">change</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the ranks of items in to their original item names</span>
+
+<span class="sd">        :param itemSet: frequent pattern</span>
+<span class="sd">        :return: frequent pattern with original item names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">t1</span><span class="p">)</span> <span class="o">+</span> <span class="n">change</span><span class="p">[(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">])]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_convertNumber</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given number</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">changeDic</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">rechangeDic</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">newDatabase</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">count</span><span class="o">=</span><span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">line</span><span class="o">=</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">changeDic</span><span class="p">:</span>
+                    <span class="n">changeDic</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">=</span><span class="n">count</span>
+                    <span class="n">rechangeDic</span><span class="p">[</span><span class="n">count</span><span class="p">]</span><span class="o">=</span><span class="n">j</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                    <span class="n">count</span><span class="o">=</span><span class="n">count</span><span class="o">+</span><span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">changeDic</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+            <span class="n">newDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">=</span><span class="n">newDatabase</span>
+        <span class="k">return</span> <span class="n">rechangeDic</span>
+
+<div class="viewcode-block" id="PPGrowth.startMine">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span><span class="n">_period</span><span class="p">,</span><span class="n">_periodicSupport</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Periodic Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">changeDic</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convertNumber</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="n">_periodicSupport</span><span class="p">,</span> <span class="n">_period</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="o">=</span><span class="p">{</span><span class="n">y</span><span class="p">:</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">=</span><span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">changeDic</span><span class="p">):</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic Frequent patterns were generated successfully using PPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.Mine">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span><span class="n">_period</span><span class="p">,</span><span class="n">_periodicSupport</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Periodic Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">changeDic</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convertNumber</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">)</span>
+        <span class="n">_periodicSupport</span><span class="p">,</span> <span class="n">_period</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_period</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicSupport</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="o">=</span><span class="p">{</span><span class="n">y</span><span class="p">:</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">=</span><span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">changeDic</span><span class="p">):</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic Frequent patterns were generated successfully using PPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.save">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PPGrowth.printResults">
+<a class="viewcode-back" href="../../../PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth</li>
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+             
+  <h1>Source code for PAMI.periodicCorrelatedPattern.basic.EPCPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># EPCPGrowth is an algorithm to discover periodic-Correlated patterns in a temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.periodicCorrelatedPattern.basic import EPCPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = alg.EPCPGrowth(iFile, minSup, minAllCOnf, maxPer, maxPerAllConf)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#     periodicCorrelatedPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicCorrelatedPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#     Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#     memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">sys</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicCorrelatedPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_maxPerAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_frequentList</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or None</span>
+<span class="sd">            Storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of a database at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of a node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            Storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children to a node</span>
+
+<span class="sd">        :param node: parent node in the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            Stores the support of the items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransactions(Database)</span>
+<span class="sd">            Creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            Generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">            Takes the prefixPath of a node and support at child of the path and extract the frequent patterns from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            Removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            Starts from the root node of the tree and mines the periodic-frequent patterns</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into tree</span>
+
+<span class="sd">        :param transaction: To represent the complete database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: To represent the timestamp of a database</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: pfp-growth tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of a respective node</span>
+
+<span class="sd">        :param alpha: To represent a Node in the tree</span>
+<span class="sd">        :type alpha: Node</span>
+<span class="sd">        :return: A tuple consisting of finalPatterns, conditional pattern base and information</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalDatabases</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timestamps of a node</span>
+
+<span class="sd">        :param node: A node in the tree</span>
+<span class="sd">        :return: Timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue: To represent a node in the tree</span>
+<span class="sd">        :type nodeValue: node</span>
+<span class="sd">        :return: Tree with their nodes updated with timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get all the timestamps of the nodes which share same item name</span>
+
+<span class="sd">        :param alpha: Node in a tree</span>
+<span class="sd">        :return: Timestamps of a  node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_minAllConf</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_maxPerAllConf</span><span class="p">,</span> <span class="n">_frequentList</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">per</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="n">l</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+            <span class="n">l</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_frequentList</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+        <span class="n">l1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+            <span class="n">l1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_frequentList</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">conf</span> <span class="o">=</span> <span class="n">sup</span><span class="o">/</span><span class="nb">max</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
+        <span class="n">perConf</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">)</span><span class="o">/</span><span class="nb">min</span><span class="p">(</span><span class="n">l1</span><span class="p">)</span>
+        <span class="c1">#print(pattern, timeStamps, l, l1, sup, max(per), conf, perConf)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">),</span> <span class="n">conf</span><span class="p">,</span> <span class="n">perConf</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic-frequent items</span>
+
+<span class="sd">        :param conditionalPatterns: conditionalPatterns generated from conditionPattern method of a respective node</span>
+<span class="sd">        :type conditionalPatterns: list</span>
+<span class="sd">        :param conditionalTimeStamps: Represents the timestamps of a conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps: list</span>
+<span class="sd">        :returns: Returns conditional transactions by removing non-periodic and non-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minSup</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="n">pattern</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">pattern</span> <span class="o">+</span> <span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix: Forms the combination of items</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :returns: yields patterns with their support and periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_minAllConf</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_maxPerAllConf</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="c1">#print(pattern, self.info[i][0], self.info[i][1], self.info[i][2], self.info[i][3])</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minAllConf</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPerAllConf</span><span class="p">:</span>
+                <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                        <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="EPCPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">EPCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicCorrelatedPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   EPCPGrowth is an algorithm to discover periodic-Correlated patterns in a temporal database.</span>
+
+<span class="sd">    :Reference:   http://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/897/Venkatesh2018_Chapter_DiscoveringPeriodic-Correlated.pdf</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        minAllConf : int or float or str</span>
+<span class="sd">            The user can specify minAllConf either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minAllConf is integer, then it treats minAllCOnf is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minAllCOnf=10 will be treated as integer, while minAllConf=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        maxPerAllConf : int or float or str</span>
+<span class="sd">            The user can specify maxPerAllConf either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maaxPerAllConf is integer, then it treats maxPerAllConf is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example : maxPerAllConf=10 will be treated as integer, while maxPerAllConf=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from database</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ---------------------------------------</span>
+<span class="sd">        Format:</span>
+<span class="sd">                    &gt;&gt;&gt; python3 PFPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">        Examples:</span>
+<span class="sd">                    &gt;&gt;&gt; python3 PFPGrowth.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+<span class="sd">    **Sample run of importing the code:**</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">        from PAMI.periodicCorrelatedPattern.basic import EPCPGrowth as alg</span>
+
+<span class="sd">        obj = alg.EPCPGrowth(iFile, minSup, minAllCOnf, maxPer, maxPerAllConf)</span>
+
+<span class="sd">        obj.startMine()</span>
+
+<span class="sd">        periodicCorrelatedPatterns = obj.getPatterns()</span>
+
+<span class="sd">        print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicCorrelatedPatterns))</span>
+
+<span class="sd">        obj.save(oFile)</span>
+
+<span class="sd">        Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">        memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">        memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">        print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">        run = obj.getRuntime()</span>
+
+<span class="sd">        print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_minAllCOnf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPerAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the support of each item in the database and assign ranks to the items</span>
+<span class="sd">        by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :returns: return the one-length periodic frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_frequentList</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">pfList</span><span class="p">)])</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">_frequentList</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">pfList</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from database and updates the database with rank of items</span>
+
+<span class="sd">        :param dict1: frequent items with support</span>
+<span class="sd">        :type dict1: dictionary</span>
+<span class="sd">        :return: Sorted and updated transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the database and support of each item and construct the main tree by setting root node as a null</span>
+
+<span class="sd">        :param data: it represents the one Database in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :return: returns root node of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the ranks of items in to their original item names</span>
+
+<span class="sd">        :param itemSet: frequent pattern.</span>
+<span class="sd">        :return: frequent pattern with original item names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="n">t1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="EPCPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minAllConf</span><span class="p">,</span> <span class="n">_maxPerAllConf</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPerAllConf</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPerAllConf</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_minAllConf</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_maxPerAllConf</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minAllConf</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPerAllConf</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="c1">#print(_minSup, _minAllConf, _maxPer, _maxPerAllConf)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Correlated Periodic-Frequent patterns were generated successfully using EPCPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">3</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">,</span> <span class="s1">&#39;allConf&#39;</span><span class="p">,</span> <span class="s1">&#39;maxPerAllConf&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="EPCPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+    
+<div class="viewcode-block" id="EPCPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print thr results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+        
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">EPCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">7</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">EPCPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Correlated Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+</pre></div>
+
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+  <h1>Source code for PAMI.periodicFrequentPattern.basic.PFECLAT</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PFECLAT is the fundamental approach to mine the periodic-frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PFECLAT as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PFECLAT(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;5&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<div class="viewcode-block" id="PFECLAT">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT">[docs]</a>
+<span class="k">class</span> <span class="nc">PFECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   PFECLAT is the fundamental approach to mine the periodic-frequent patterns.</span>
+
+<span class="sd">    :Reference:   P. Ravikumar, P.Likhitha, R. Uday kiran, Y. Watanobe, and Koji Zettsu, &quot;Towards efficient discovery of</span>
+<span class="sd">                  periodic-frequent patterns in columnar temporal databases&quot;, 2021 IEA/AIE.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        tidList : dict</span>
+<span class="sd">            stores the timestamps of an item</span>
+<span class="sd">        hashing : dict</span>
+<span class="sd">            stores the patterns with their support to check for the closed property</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingOneItemSets()</span>
+<span class="sd">            Scan the database and store the items with their timestamps which are periodic frequent </span>
+<span class="sd">        getPeriodAndSupport()</span>
+<span class="sd">            Calculates the support and period for a list of timestamps.</span>
+<span class="sd">        Generation()</span>
+<span class="sd">            Used to implement prefix class equivalence method to generate the periodic patterns recursively</span>
+<span class="sd">            </span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PFECLAT.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 PFECLAT.py sampleDB.txt patterns.txt 10.0</span>
+
+
+
+<span class="sd">               .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">             from PAMI.periodicFrequentPattern.basic import PFECLAT as alg</span>
+
+<span class="sd">                obj = alg.PFECLAT(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;5&quot;)</span>
+
+<span class="sd">                obj.startMine()</span>
+
+<span class="sd">                periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">                print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">                obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">                Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">                print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_dbSize</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_tidSet</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+<div class="viewcode-block" id="PFECLAT.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Mine</span><span class="p">()</span></div>
+
+        <span class="c1"># self._startTime = _ab._time.time()</span>
+        <span class="c1"># self._finalPatterns = {}</span>
+        <span class="c1"># frequentSets = self._creatingOneItemSets()</span>
+        <span class="c1"># self._generateEclat(frequentSets)</span>
+        <span class="c1"># self._endTime = _ab._time.time()</span>
+        <span class="c1"># process = _ab._psutil.Process(_ab._os.getpid())</span>
+        <span class="c1"># self._memoryRSS = float()</span>
+        <span class="c1"># self._memoryUSS = float()</span>
+        <span class="c1"># self._memoryUSS = process.memory_full_info().uss</span>
+        <span class="c1"># self._memoryRSS = process.memory_info().rss</span>
+        <span class="c1"># print(&quot;Periodic-Frequent patterns were generated successfully using PFECLAT algorithm &quot;)</span>
+
+    <span class="k">def</span> <span class="nf">_getMaxPer</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">):</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">arr</span><span class="p">),</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">])</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+
+<div class="viewcode-block" id="PFECLAT.Mine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">frequentSets</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">maxTS</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">maxTS</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">maxTS</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+                <span class="n">items</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">=</span> <span class="n">maxTS</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="n">maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span>
+
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)}</span>
+
+        <span class="n">keys</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">items</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxPer</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="n">maxTS</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="n">maxPer</span><span class="p">:</span>
+                <span class="n">keys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">item</span><span class="p">]),</span> <span class="n">per</span><span class="p">,</span> <span class="nb">set</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">item</span><span class="p">])]</span>
+
+        <span class="k">while</span> <span class="n">keys</span><span class="p">:</span>
+            <span class="n">newKeys</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)):</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="n">keys</span><span class="p">[</span><span class="n">i</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">keys</span><span class="p">[</span><span class="n">j</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="ow">and</span> <span class="n">keys</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">keys</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                        <span class="c1"># print(keys[i], keys[j])</span>
+                        <span class="n">newKey</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">keys</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">keys</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">],))</span>
+                        <span class="n">intersect</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="n">j</span><span class="p">]])</span>
+                        <span class="n">per</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxPer</span><span class="p">(</span><span class="n">intersect</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">)</span>
+                        <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">intersect</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">sup</span> <span class="o">&gt;=</span> <span class="n">minSup</span> <span class="ow">and</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="n">maxPer</span><span class="p">:</span>
+                            <span class="n">items</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="n">intersect</span>
+                            <span class="n">newKeys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newKey</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">,</span> <span class="nb">set</span><span class="p">(</span><span class="n">intersect</span><span class="p">)]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">break</span>
+            <span class="n">keys</span> <span class="o">=</span> <span class="n">newKeys</span>
+
+        <span class="n">newPattern</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">newPattern</span><span class="p">[</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">k</span><span class="p">])]</span> <span class="o">=</span> <span class="n">v</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">newPattern</span>
+
+        <span class="c1"># self._generateEclat(frequentSets)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic-Frequent patterns were generated successfully using PFECLAT algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1">#s1 = x.replace(&#39; &#39;, &#39;\t&#39;) + &quot;:&quot; + str(y[0]) + &quot;:&quot; + str(y[1])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PFECLAT.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+                    
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFECLAT</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html b/sphinx/_build/html/_modules/PAMI/periodicFrequentPattern/basic/PFPGrowth.html
new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.basic.PFPGrowth</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.periodicFrequentPattern.basic.PFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PFPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PFPGrowth(iFile, minSup, maxPer)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or None</span>
+<span class="sd">            Storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of a database at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of a node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            Storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">locations</span><span class="p">,</span> <span class="n">parent</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">locations</span> <span class="o">=</span> <span class="n">locations</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">parent</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">locations</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">locations</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">locations</span> <span class="o">=</span> <span class="n">locations</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">locations</span>
+            
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">traverse</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">transaction</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">locs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">locations</span>
+        <span class="n">node</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">while</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">return</span> <span class="n">transaction</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">locs</span>
+
+    <span class="k">def</span> <span class="nf">traverse</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">transaction</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">locs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">locations</span>
+        <span class="n">node</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">while</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">return</span> <span class="n">transaction</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">locs</span>
+
+<div class="viewcode-block" id="PFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">PFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   PFPGrowth is one of the fundamental algorithm to discover periodic-frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   Syed Khairuzzaman Tanbeer, Chowdhury Farhan, Byeong-Soo Jeong, and Young-Koo Lee, &quot;Discovering Periodic-Frequent</span>
+<span class="sd">                   Patterns in Transactional Databases&quot;, PAKDD 2009, https://doi.org/10.1007/978-3-642-01307-2_24</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from database</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+
+
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="PFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">Mine</span><span class="p">()</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_getMaxPer</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">):</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">])</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+        <span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_construct</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">,</span> <span class="n">patterns</span><span class="p">):</span>
+
+        <span class="c1"># maxPerItems = {k: self.getMaxPer(v, maxTS) for k, v in items.items() if len(v) &gt;= minSup}</span>
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minSup</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxPer</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="n">maxPer</span><span class="p">}</span>
+
+        <span class="c1">#tested ok</span>
+        <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="c1"># pat = &quot;\t&quot;.join(item)</span>
+            <span class="c1"># self.patCount += 1</span>
+            <span class="c1"># patterns[pat] = (len(ts), self.getMaxPer(ts, maxTS))</span>
+            <span class="n">patterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">([</span><span class="n">item</span><span class="p">])]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">ts</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxPer</span><span class="p">(</span><span class="n">ts</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">)]</span>
+
+        <span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">([],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">itemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">currNode</span> <span class="o">=</span> <span class="n">root</span>
+            <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">],</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="n">x</span><span class="p">]),</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                <span class="n">currNode</span> <span class="o">=</span> <span class="n">currNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="p">[</span><span class="n">index</span><span class="p">])</span>   <span class="c1"># heavy</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemNodes</span><span class="p">:</span>
+                    <span class="n">itemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">currNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="n">currNode</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">root</span><span class="p">,</span> <span class="n">itemNodes</span>
+
+
+    <span class="k">def</span> <span class="nf">_recursive</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">,</span> <span class="n">itemNode</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">maxTS</span><span class="p">):</span>
+
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemNode</span><span class="p">:</span>
+            <span class="n">newRoot</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">root</span><span class="o">.</span><span class="n">item</span> <span class="o">+</span> <span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+
+            <span class="n">itemLocs</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">transactions</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">itemNode</span><span class="p">[</span><span class="n">item</span><span class="p">]:</span>
+                <span class="n">transaction</span><span class="p">,</span> <span class="n">locs</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">traverse</span><span class="p">()</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="c1"># transactions.append((transaction, locs))</span>
+                <span class="k">if</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="ow">in</span> <span class="n">transactions</span><span class="p">:</span>
+                    <span class="n">transactions</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">locs</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">transactions</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">transaction</span><span class="p">)]</span> <span class="o">=</span> <span class="n">locs</span>
+
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemLocs</span><span class="p">:</span>
+                        <span class="n">itemLocs</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">locs</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">itemLocs</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">locs</span><span class="p">)</span>
+
+            <span class="c1"># Precompute getMaxPer results for itemLocs</span>
+            <span class="n">maxPerResults</span> <span class="o">=</span> <span class="p">{</span><span class="n">item</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getMaxPer</span><span class="p">(</span><span class="n">itemLocs</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="n">maxTS</span><span class="p">)</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemLocs</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemLocs</span><span class="p">[</span><span class="n">item</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+
+            <span class="c1"># Filter itemLocs based on minSup and maxPer</span>
+            <span class="n">itemLocs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">itemLocs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">maxPerResults</span> <span class="ow">and</span> <span class="n">maxPerResults</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">maxPer</span><span class="p">}</span>
+
+            <span class="c1"># Iterate over filtered itemLocs</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemLocs</span><span class="p">:</span>
+                <span class="c1"># pat = &quot;\t&quot;.join([str(x) for x in newRoot.item + [item]])</span>
+                <span class="c1"># self.patCount += 1</span>
+                <span class="c1"># patterns[pat] = [itemLocs[item], maxPerResults[item]]</span>
+                <span class="n">patterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">newRoot</span><span class="o">.</span><span class="n">item</span> <span class="o">+</span> <span class="p">[</span><span class="n">item</span><span class="p">])]</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemLocs</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="n">maxPerResults</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+            
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">itemLocs</span><span class="p">:</span>
+                <span class="k">continue</span>
+
+            <span class="n">newItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+
+            <span class="k">for</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">locs</span> <span class="ow">in</span> <span class="n">transactions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">transaction</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemLocs</span><span class="p">],</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">itemLocs</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">currNode</span> <span class="o">=</span> <span class="n">newRoot</span>
+                <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+                    <span class="n">currNode</span> <span class="o">=</span> <span class="n">currNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">locs</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">newItemNodes</span><span class="p">:</span>
+                        <span class="n">newItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">currNode</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">newItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="n">currNode</span><span class="p">])</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">_recursive</span><span class="p">(</span><span class="n">newRoot</span><span class="p">,</span> <span class="n">newItemNodes</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">_lno</span><span class="p">)</span>
+
+<div class="viewcode-block" id="PFPGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Maximum Periodicity&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Default separator is tab space, please enter the separator if you have different separator in the input file&quot;</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="c1">#tested ok</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+        
+
+        <span class="n">items</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># tested ok</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">items</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">items</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+
+        <span class="n">root</span><span class="p">,</span> <span class="n">itemNodes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_construct</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_recursive</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">itemNodes</span><span class="p">,</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">,</span> <span class="n">_lno</span><span class="p">)</span>
+
+    
+
+        <span class="n">newPattern</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">newPattern</span><span class="p">[</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">k</span><span class="p">])]</span> <span class="o">=</span> <span class="n">v</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="n">newPattern</span>
+
+
+
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic Frequent patterns were generated successfully using PFPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1">#s1 = x.replace(&#39; &#39;, &#39;\t&#39;).strip() + &quot;:&quot; + str(y[0]) + &quot;:&quot; + str(y[1])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    --------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+<span class="sd">            </span>
+<span class="sd">      (.venv) $ python3 PFPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">      Example:</span>
+<span class="sd">      </span>
+<span class="sd">      (.venv) $ python3 PFPGrowth.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+<span class="sd">    .. note:: minSup will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.periodicFrequentPattern.basic import PFPGrowth as alg</span>
+
+<span class="sd">                obj = alg.PFPGrowth(iFile, minSup, maxPer)</span>
+
+<span class="sd">                obj.startMine()</span>
+
+<span class="sd">                periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">                print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">                obj.save(oFile)</span>
+
+<span class="sd">                Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">                print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.periodicFrequentPattern.basic.PFPGrowthPlus</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PFPGrowthPlus is fundamental and improved version of PFPGrowth algorithm to discover periodic-frequent patterns in temporal database.</span>
+<span class="c1"># It uses greedy approach to discover effectively</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PFPGrowthPlus as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PFPGrowthPlus(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of transaction at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            tarts from the root node of the tree and mines the periodic-frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents the one transaction in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param tid : represents the timestamp of transaction</span>
+<span class="sd">        :type tid : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">],</span> <span class="n">Dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates all the conditional patterns of respective node</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        type nodeValue : node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to get all the timestamps related to a node in tree</span>
+
+<span class="sd">        :param alpha: node of a tree</span>
+<span class="sd">        :return: timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support and periodicity with list of timestamps</span>
+
+<span class="sd">        :param timeStamps : timestamps of a pattern.</span>
+<span class="sd">        :type timeStamps : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic frequent items</span>
+
+<span class="sd">        :param conditionalPatterns : conditionalPatterns generated from conditionalPattern method for respective node</span>
+<span class="sd">        type conditionalPatterns : list</span>
+<span class="sd">        :param conditionalTimeStamps : represents the timestamps of conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus">[docs]</a>
+<span class="k">class</span> <span class="nc">PFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   PFPGrowthPlus is fundamental and improved version of PFPGrowth algorithm to discover periodic-frequent patterns in temporal database.</span>
+<span class="sd">                    It uses greedy approach to discover effectively</span>
+
+<span class="sd">    :Reference:   R. UdayKiran, MasaruKitsuregawa, and P. KrishnaReddyd, &quot;Efficient discovery of periodic-frequent patterns in</span>
+<span class="sd">                  very large databases,&quot; Journal of Systems and Software February 2016 https://doi.org/10.1016/j.jss.2015.10.035</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">   :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        check(line)</span>
+<span class="sd">            To check the delimiter used in the user input file</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from Databases</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            update the Databases by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            after updating the Databases ar added into the tree by setting root node as null</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            the main method to run the program</span>
+
+
+<span class="sd">   **Methods to execute code on terminal**</span>
+<span class="sd">   -------------------------------------------</span>
+<span class="sd">   .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PFPGrowthPlus.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Example:</span>
+
+<span class="sd">       (.venv) $ python3 PFPGrowthPlus.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in percentage of database transactions</span>
+
+<span class="sd">   **Importing this algorithm into a python program**</span>
+<span class="sd">   -----------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.periodicFrequentPattern.basic import PFPGorwthPlus as alg</span>
+
+<span class="sd">            obj = alg.PFPGrowthPlus(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -----------------</span>
+<span class="sd">            The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support of each item in the dataset and assign the ranks to the items</span>
+<span class="sd">        by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                        <span class="n">lp</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">])</span>
+                        <span class="k">if</span> <span class="n">lp</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                            <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="n">lp</span><span class="p">)</span>
+                            <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                            <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="c1"># genList=[k for k,v in sorted(data.items(),key=lambda x: (x[1][0],x[0]),reverse=True)]</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>  
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        remove the items which are not frequent from transactions and updates the transactions with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the transactions and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data : it represents the one transaction in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert item ranks into original item names</span>
+
+<span class="sd">        :param itemSet: periodic-frequent pattern</span>
+<span class="sd">        :return: original itemSet</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="n">t1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="PFPGrowthPlus.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;periodic-frequent patterns were generated successfully using PFPGrowth++ algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1">#s1 = x.replace(&#39; &#39;,&#39;\t&#39;).strip() + &quot;:&quot; + str(y[0]) + &quot;:&quot; + str(y[1])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PFPGrowthPlus.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.basic.PFPMC</li>
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+             
+  <h1>Source code for PAMI.periodicFrequentPattern.basic.PFPMC</h1><div class="highlight"><pre>
+<span></span><span class="c1"># PFPMC is the fundamental approach to mine the periodic-frequent patterns.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PFPMC as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PFPMC(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;5&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">groupby</span> <span class="k">as</span> <span class="n">_groupby</span>
+<span class="kn">from</span> <span class="nn">operator</span> <span class="kn">import</span> <span class="n">itemgetter</span> <span class="k">as</span> <span class="n">_itemgetter</span>
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+
+<div class="viewcode-block" id="PFPMC">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC">[docs]</a>
+<span class="k">class</span> <span class="nc">PFPMC</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   PFPMC is the fundamental approach to mine the periodic-frequent patterns.</span>
+
+<span class="sd">    :Reference: (has to be added)</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        tidList : dict</span>
+<span class="sd">            stores the timestamps of an item</span>
+<span class="sd">        hashing : dict</span>
+<span class="sd">            stores the patterns with their support to check for the closed property</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingOneItemSets()</span>
+<span class="sd">            Scan the database and store the items with their timestamps which are periodic frequent</span>
+<span class="sd">        getPeriodAndSupport()</span>
+<span class="sd">            Calculates the support and period for a list of timestamps.</span>
+<span class="sd">        Generation()</span>
+<span class="sd">            Used to implement prefix class equivalence method to generate the periodic patterns recursively</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PFPMC.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 PFPMC.py sampleDB.txt patterns.txt 10.0 4.0</span>
+
+
+<span class="sd">               .. note:: minSup and maxPer will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.periodicFrequentPattern.basic import PFPMC as alg</span>
+
+<span class="sd">                obj = alg.PFPMC(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;5&quot;)</span>
+
+<span class="sd">                obj.startMine()</span>
+
+<span class="sd">                periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">                print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">                obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">                Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">                print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+
+<span class="sd">    The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_dbSize</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_tidSet</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">_lastTid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tids</span><span class="p">:</span> <span class="nb">set</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get  Periodic frequent patterns</span>
+
+<span class="sd">        :param tids: represents the timestamp of a transaction</span>
+<span class="sd">        :type tids: set</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span>
+        <span class="n">tids</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span> <span class="ow">in</span> <span class="n">tids</span><span class="p">:</span>
+            <span class="n">tids</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">_groupby</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="n">tids</span><span class="p">),</span> <span class="k">lambda</span> <span class="n">ix</span><span class="p">:</span> <span class="n">ix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">ix</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
+            <span class="n">diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">_itemgetter</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">g</span><span class="p">))))</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">temp</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tids</span><span class="p">:</span> <span class="nb">set</span><span class="p">):</span>
+
+        <span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span>
+        <span class="n">tids</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span> <span class="ow">in</span> <span class="n">tids</span><span class="p">:</span>
+            <span class="n">tids</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span><span class="p">)</span>
+        <span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="c1"># find the longest consecutive period</span>
+
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">tids</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">tids</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">temp</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tids</span><span class="p">:</span> <span class="nb">set</span><span class="p">):</span>
+        <span class="n">tids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span>
+        <span class="n">tids</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span> <span class="ow">in</span> <span class="n">tids</span><span class="p">:</span>
+            <span class="n">tids</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span><span class="p">)</span>
+        <span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempPer</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">period</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">tids</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">tids</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">tempPer</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">period</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">period</span><span class="p">,</span> <span class="n">tempPer</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">period</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">temp</span>
+                <span class="n">tempPer</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="k">return</span> <span class="n">period</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingOneItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">ts</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="n">tid</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">itemsets</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># {key: item, value: list of tids}</span>
+        <span class="n">periodicHelper</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># {key: item, value: [period, last_tid]}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">Database</span><span class="p">:</span>
+            <span class="n">tid</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_tidSet</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tid</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="p">:</span>
+                    <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tid</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">itemsets</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">tid</span><span class="p">}</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">Database</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_lastTid</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tidSet</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="k">del</span> <span class="n">Database</span>
+        <span class="n">candidates</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span><span class="p">,</span> <span class="n">tids</span> <span class="ow">in</span> <span class="n">itemsets</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">diff</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidSet</span><span class="o">.</span><span class="n">difference</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodic</span><span class="p">(</span><span class="n">diff</span><span class="p">)</span>
+            <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">per</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                <span class="n">candidates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">,</span> <span class="n">diff</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">candidates</span>
+
+    <span class="k">def</span> <span class="nf">_generateDiffsetEclat</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">candidates</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">new_freqList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidates</span><span class="p">)):</span>
+            <span class="n">item1</span> <span class="o">=</span> <span class="n">candidates</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">i1_list</span> <span class="o">=</span> <span class="n">item1</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidates</span><span class="p">)):</span>
+                <span class="n">item2</span> <span class="o">=</span> <span class="n">candidates</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">i2_list</span> <span class="o">=</span> <span class="n">item2</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">i1_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">i2_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">union_DiffSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item2</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">item1</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="nb">sorted</span><span class="p">(</span><span class="n">union_DiffSet</span><span class="p">)</span>
+                    <span class="n">union_supp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dbSize</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">union_DiffSet</span><span class="p">)</span>
+                    <span class="n">period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodic</span><span class="p">(</span><span class="n">union_DiffSet</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">union_supp</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">period</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                        <span class="n">newKey</span> <span class="o">=</span> <span class="n">item1</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="n">i2_list</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">newKey</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">union_supp</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">union_DiffSet</span><span class="p">]</span>
+                        <span class="n">new_freqList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newKey</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">break</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_generateDiffsetEclat</span><span class="p">(</span><span class="n">new_freqList</span><span class="p">)</span>
+
+<div class="viewcode-block" id="PFPMC.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># print(f&quot;Optimized {type(self).__name__}&quot;)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">frequentSets</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_creatingOneItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_generateDiffsetEclat</span><span class="p">(</span><span class="n">frequentSets</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic-Frequent patterns were generated successfully using PFPDiffset ECLAT algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1">#s1 = x.replace(&#39; &#39;, &#39;\t&#39;) + &quot;:&quot; + str(y[0]) + &quot;:&quot; + str(y[1])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PFPMC.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPMC</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PFPMC</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.basic.PSGrowth</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.periodicFrequentPattern.basic.PSGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  PS-Growth is one of the fundamental algorithm to discover periodic-frequent patterns in a temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.basic import PSGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.PSGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of  Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">combinations</span> <span class="k">as</span> <span class="n">_combinations</span>
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>  
+
+<span class="n">_pfList</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Interval</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To represent the timestamp interval of a node in summaries</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">per</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">start</span> <span class="o">=</span> <span class="n">start</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">end</span> <span class="o">=</span> <span class="n">end</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">per</span> <span class="o">=</span> <span class="n">per</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sup</span> <span class="o">=</span> <span class="n">sup</span>
+
+
+<span class="k">class</span> <span class="nc">_NodeSummaries</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To define the summaries of timeStamps of a node</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        totalSummaries : list</span>
+<span class="sd">            stores the summaries of timestamps</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        insert(timeStamps)</span>
+<span class="sd">            inserting and merging the timestamps into the summaries of a node</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">totalSummaries</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">insert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; To insert and merge the timeStamps into summaries of a node</span>
+<span class="sd">            :param tid: timeStamps of a node</span>
+<span class="sd">            :return: summaries of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+        <span class="n">diff</span> <span class="o">=</span> <span class="n">tid</span> <span class="o">-</span> <span class="n">k</span><span class="o">.</span><span class="n">end</span>
+        <span class="k">if</span> <span class="n">diff</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">:</span>
+            <span class="n">k</span><span class="o">.</span><span class="n">end</span> <span class="o">=</span> <span class="n">tid</span>
+            <span class="n">k</span><span class="o">.</span><span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">diff</span><span class="p">,</span> <span class="n">k</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+            <span class="c1">#             print(k.per)</span>
+            <span class="n">k</span><span class="o">.</span><span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">totalSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">totalSummaries</span>
+
+
+<span class="k">def</span> <span class="nf">_merge</span><span class="p">(</span><span class="n">summariesX</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To Merge the timeStamps</span>
+
+<span class="sd">    :param summariesX:  TimeStamps of a one itemSet</span>
+<span class="sd">    :param summariesY:  TimeStamps of a one itemSet</span>
+<span class="sd">    :return:  Merged timestamp of both itemSets</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">iter1</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">iter2</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">updatedSummaries</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">l1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">summariesX</span><span class="p">)</span>
+    <span class="n">l2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">summariesY</span><span class="p">)</span>
+    <span class="k">while</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="o">&lt;</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span> <span class="o">&lt;</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">:</span>
+                <span class="n">diff</span> <span class="o">=</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="o">-</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span>
+                <span class="k">if</span> <span class="n">diff</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span>
+                                                     <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span>
+                                                     <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                    <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">iter1</span> <span class="o">&gt;=</span> <span class="n">l1</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">1</span>
+                        <span class="k">break</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">diff</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per1</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                        <span class="n">_Interval</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">per1</span><span class="p">,</span>
+                                 <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                    <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">iter1</span> <span class="o">&gt;=</span> <span class="n">l1</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">1</span>
+                        <span class="k">break</span>
+
+                    <span class="k">if</span> <span class="n">iter2</span> <span class="o">&gt;=</span> <span class="n">l2</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">2</span>
+                        <span class="k">break</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span> <span class="o">&gt;</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">:</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span>
+                                                     <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span>
+                                                     <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                        <span class="n">_Interval</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">per1</span><span class="p">,</span>
+                                 <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">iter1</span> <span class="o">&gt;=</span> <span class="n">l1</span><span class="p">:</span>
+                    <span class="n">ck</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="k">break</span>
+
+                <span class="k">if</span> <span class="n">iter2</span> <span class="o">&gt;=</span> <span class="n">l2</span><span class="p">:</span>
+                    <span class="n">ck</span> <span class="o">=</span> <span class="mi">2</span>
+                    <span class="k">break</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span> <span class="o">&lt;</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">:</span>
+                <span class="n">diff</span> <span class="o">=</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="o">-</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span>
+                <span class="k">if</span> <span class="n">diff</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span>
+                                                     <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                    <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">iter2</span> <span class="o">&gt;=</span> <span class="n">l2</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">2</span>
+                        <span class="k">break</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">diff</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per1</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                        <span class="n">_Interval</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">per1</span><span class="p">,</span>
+                                 <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                    <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">iter2</span> <span class="o">&gt;=</span> <span class="n">l2</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">2</span>
+                        <span class="k">break</span>
+
+                    <span class="k">if</span> <span class="n">iter1</span> <span class="o">&gt;=</span> <span class="n">l1</span><span class="p">:</span>
+                        <span class="n">ck</span> <span class="o">=</span> <span class="mi">1</span>
+                        <span class="k">break</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span> <span class="o">&gt;</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">:</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span>
+                                                     <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span>
+                                                     <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">per1</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+                    <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                        <span class="n">_Interval</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">per1</span><span class="p">,</span>
+                                 <span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span> <span class="o">+</span> <span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span><span class="p">))</span>
+                <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">iter2</span> <span class="o">&gt;=</span> <span class="n">l2</span><span class="p">:</span>
+                    <span class="n">ck</span> <span class="o">=</span> <span class="mi">2</span>
+                    <span class="k">break</span>
+
+                <span class="k">if</span> <span class="n">iter1</span> <span class="o">&gt;=</span> <span class="n">l1</span><span class="p">:</span>
+                    <span class="n">ck</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="k">break</span>
+    <span class="k">if</span> <span class="n">ck</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">while</span> <span class="n">iter2</span> <span class="o">&lt;</span> <span class="n">l2</span><span class="p">:</span>
+            <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">summariesY</span><span class="p">[</span><span class="n">iter2</span><span class="p">])</span>
+            <span class="n">iter2</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">while</span> <span class="n">iter1</span> <span class="o">&lt;</span> <span class="n">l1</span><span class="p">:</span>
+            <span class="n">updatedSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">summariesX</span><span class="p">[</span><span class="n">iter1</span><span class="p">])</span>
+            <span class="n">iter1</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="n">updatedSummaries</span> <span class="o">=</span> <span class="n">_update</span><span class="p">(</span><span class="n">updatedSummaries</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">updatedSummaries</span>
+
+
+<span class="k">def</span> <span class="nf">_update</span><span class="p">(</span><span class="n">updatedSummaries</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot; After updating the summaries with first, last, and period elements in summaries</span>
+
+<span class="sd">    :param updatedSummaries: summaries that have been merged</span>
+<span class="sd">    :return: updated summaries of a node</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">summaries</span> <span class="o">=</span> <span class="p">[</span><span class="n">updatedSummaries</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+    <span class="n">cur</span> <span class="o">=</span> <span class="n">updatedSummaries</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">updatedSummaries</span><span class="p">)):</span>
+        <span class="n">v</span> <span class="o">=</span> <span class="p">(</span><span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="o">-</span> <span class="n">cur</span><span class="o">.</span><span class="n">end</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">cur</span><span class="o">.</span><span class="n">end</span> <span class="o">&gt;</span> <span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="ow">or</span> <span class="n">v</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">:</span>
+            <span class="n">cur</span><span class="o">.</span><span class="n">end</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="n">cur</span><span class="o">.</span><span class="n">end</span><span class="p">)</span>
+            <span class="n">cur</span><span class="o">.</span><span class="n">sup</span> <span class="o">+=</span> <span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span>
+            <span class="n">cur</span><span class="o">.</span><span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">cur</span><span class="o">.</span><span class="n">per</span><span class="p">,</span> <span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+            <span class="n">cur</span><span class="o">.</span><span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">cur</span><span class="o">.</span><span class="n">per</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">summaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">updatedSummaries</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="n">summaries</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+    <span class="k">return</span> <span class="n">summaries</span>
+
+
+<div class="viewcode-block" id="Node">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node">[docs]</a>
+<span class="k">class</span> <span class="nc">Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timeStamps of Database at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            addChild(itemName)</span>
+<span class="sd">                storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">_NodeSummaries</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Node.addChild">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node.addChild">[docs]</a>
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Appends the children node details to a parent node</span>
+
+<span class="sd">        :param node: children node</span>
+<span class="sd">        :return: appending children node to parent node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span></div>
+</div>
+
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node or None</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            addTransaction(Database)</span>
+<span class="sd">                creating Database as a branch in frequentPatternTree</span>
+<span class="sd">            addConditionalTransactions(prefixPaths, supportOfItems)</span>
+<span class="sd">                construct the conditional tree for prefix paths</span>
+<span class="sd">            getConditionalPatterns(Node)</span>
+<span class="sd">                generates the conditional patterns from tree for specific node</span>
+<span class="sd">            conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">                takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">                prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">            remove(Node)</span>
+<span class="sd">                removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">            generatePatterns(Node)</span>
+<span class="sd">                starts from the root node of the tree and mines the periodic-frequent patterns</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into the tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in a database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: represents the timestamp of a transaction</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">tid</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_Interval</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the conditional transactions in to conditional tree</span>
+
+<span class="sd">        :param transaction: conditional transaction list of a node</span>
+<span class="sd">        :param tid: timestamp of a conditional transaction</span>
+<span class="sd">        :return: the conditional tree of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span> <span class="o">=</span> <span class="n">_merge</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span> <span class="o">=</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To mine the conditional patterns of a node</span>
+
+<span class="sd">        :param alpha: starts from the leaf node of a tree</span>
+<span class="sd">        :return: the conditional patterns of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to remove the node from the tree by pushing the timeStamps of leaf node to the parent node</span>
+
+<span class="sd">        :param nodeValue: name of node to be deleted</span>
+<span class="sd">        :return: removes the node from the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span> <span class="o">=</span> <span class="n">_merge</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">,</span>
+                                                           <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+            <span class="k">del</span> <span class="n">i</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timeStamps of a respective node</span>
+
+<span class="sd">        :param alpha: name of node for the timeStamp</span>
+<span class="sd">        :return: timeStamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temp</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+    <span class="k">def</span> <span class="nf">check</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To the total number of child and their summaries</span>
+<span class="sd">        :return: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">children</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">children</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">children</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">timeStamps</span><span class="o">.</span><span class="n">totalSummaries</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">k</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">v</span> <span class="o">=</span> <span class="n">k</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">k</span> <span class="o">=</span> <span class="n">v</span>
+        <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating the patterns from the tree</span>
+
+<span class="sd">        :param prefix: empty list to form the combinations</span>
+<span class="sd">        :return: returning the periodic-frequent patterns from the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_pfList</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_pfList</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPatterns</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="n">find</span> <span class="o">=</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">check</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">find</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">del</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span>
+                <span class="k">for</span> <span class="n">cp</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">cp</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">j</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">timeStamps</span><span class="p">:</span>
+                        <span class="n">j</span> <span class="o">+=</span> <span class="n">r</span>
+                    <span class="n">inf</span> <span class="o">=</span> <span class="n">getPeriodAndSupport</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                    <span class="n">patterns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                    <span class="n">upp</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">jm</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                        <span class="n">upp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_pfList</span><span class="p">[</span><span class="n">jm</span><span class="p">])</span>
+                    <span class="n">allSubsets</span> <span class="o">=</span> <span class="n">_subLists</span><span class="p">(</span><span class="n">upp</span><span class="p">)</span>
+                    <span class="c1"># print(upp,inf)</span>
+                    <span class="k">for</span> <span class="n">pa</span> <span class="ow">in</span> <span class="n">allSubsets</span><span class="p">:</span>
+                        <span class="k">yield</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">pa</span><span class="p">,</span> <span class="n">inf</span>
+                <span class="k">del</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span>
+                <span class="k">del</span> <span class="n">conditionalTree</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<span class="k">def</span> <span class="nf">_subLists</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Forms all the subsets of given itemSet</span>
+
+<span class="sd">    :param itemSet: itemSet or a list of periodic-frequent items</span>
+<span class="sd">    :return: subsets of itemSet</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">subs</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">_combinations</span><span class="p">(</span><span class="n">itemSet</span><span class="p">,</span> <span class="n">i</span><span class="p">)]</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">subs</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">subs</span>
+
+
+<div class="viewcode-block" id="getPeriodAndSupport">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.getPeriodAndSupport">[docs]</a>
+<span class="k">def</span> <span class="nf">getPeriodAndSupport</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Calculates the period and support of list of timeStamps</span>
+
+<span class="sd">    :param timeStamps: timeStamps of a  pattern or item</span>
+<span class="sd">    :return: support and periodicity</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">start</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">per</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">end</span>
+        <span class="n">sup</span> <span class="o">+=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">sup</span>
+    <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span></div>
+
+
+
+<div class="viewcode-block" id="conditionalTransactions">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.conditionalTransactions">[docs]</a>
+<span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="n">patterns</span><span class="p">,</span> <span class="n">timestamp</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_Interval</span><span class="p">]],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To sort and update the conditional transactions by removing the items which fails frequency</span>
+<span class="sd">    and periodicity conditions</span>
+
+<span class="sd">    :param patterns: conditional patterns of a node</span>
+<span class="sd">    :param timestamp: timeStamps of a conditional pattern</span>
+<span class="sd">    :return: conditional transactions with their respective timeStamps</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span>
+    <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+            <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">_merge</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">],</span> <span class="n">timestamp</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">timestamp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+    <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+        <span class="n">updatedDict</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="n">getPeriodAndSupport</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+    <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+        <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+        <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+            <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timestamp</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+        <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDict</span></div>
+
+
+
+<div class="viewcode-block" id="PSGrowth">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">PSGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   PS-Growth is one of the fundamental algorithm to discover periodic-frequent patterns in a temporal database.</span>
+
+<span class="sd">    :Reference :   A. Anirudh, R. U. Kiran, P. K. Reddy and M. Kitsuregaway, &quot;Memory efficient mining of periodic-frequent</span>
+<span class="sd">                   patterns in transactional databases,&quot; 2016 IEEE Symposium Series on Computational Intelligence (SSCI),</span>
+<span class="sd">                   2016, pp. 1-8, https://doi.org/10.1109/SSCI.2016.7849926</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getConditionalPatternsInDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        OneLengthItems()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            after updating the Databases ar added into the tree by setting root node as null</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">     .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 PSGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Example:</span>
+
+<span class="sd">       (.venv) $ python3 PSGrowth.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+
+
+<span class="sd">               .. note:: minSup will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.periodicFrequentPattern.basic import PSGrowth as alg</span>
+
+<span class="sd">            obj = alg.PSGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of  Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">ts</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_OneLengthItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete values of a database/input file into a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">info</span><span class="p">,</span> <span class="n">sampleDict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        it takes the Databases and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :param sampleDict: One length periodic-frequent patterns in a dictionary</span>
+<span class="sd">        :type sampleDict: dict</span>
+<span class="sd">        :return: Returns the root node of the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">tr</span> <span class="o">=</span> <span class="n">line</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sampleDict</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span> <span class="n">list2</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+<div class="viewcode-block" id="PSGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_pfList</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">OneLengthPeriodicItems</span><span class="p">,</span> <span class="n">_pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_OneLengthItems</span><span class="p">()</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">OneLengthPeriodicItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">info</span><span class="p">,</span> <span class="n">OneLengthPeriodicItems</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">k</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic-Frequent patterns were generated successfully using PS-Growth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_pfList</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">OneLengthPeriodicItems</span><span class="p">,</span> <span class="n">_pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_OneLengthItems</span><span class="p">()</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">OneLengthPeriodicItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">info</span><span class="p">,</span> <span class="n">OneLengthPeriodicItems</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">k</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic-Frequent patterns were generated successfully using PS-Growth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="c1">#s1 = x.replace(&#39; &#39;, &#39;\t&#39;).strip() + &quot;:&quot; + str(y[0]) + &quot;:&quot; + str(y[1])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="PSGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PSGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">PSGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+  <h1>Source code for PAMI.periodicFrequentPattern.closed.CPFPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  CPFPMiner algorithm is used to discover the closed periodic frequent patterns in temporal databases.</span>
+<span class="c1">#  It uses depth-first search.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.closed import CPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CPFPMiner(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.closed</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<div class="viewcode-block" id="CPFPMiner">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">CPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    About this algorithm</span>
+<span class="sd">    ====================</span>
+
+<span class="sd">    :Description:   CPFPMiner algorithm is used to discover the closed periodic frequent patterns in temporal databases.</span>
+<span class="sd">                    It uses depth-first search.</span>
+
+<span class="sd">    :Reference:   P. Likhitha et al., &quot;Discovering Closed Periodic-Frequent Patterns in Very Large Temporal Databases&quot;</span>
+<span class="sd">                  2020 IEEE International Conference on Big Data (Big Data), 2020, https://ieeexplore.ieee.org/document/9378215</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: float:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file or path of the input file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+
+
+<span class="sd">    Execution methods</span>
+<span class="sd">    =================</span>
+
+
+<span class="sd">    **Terminal command**</span>
+
+
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $  python3 CPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Example:</span>
+
+<span class="sd">       (.venv) $ python3 CPFPMiner.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+<span class="sd">     .. note:: minSup will be considered in percentage of database transactions</span>
+<span class="sd">        </span>
+<span class="sd">        </span>
+<span class="sd">    **Calling from a python program**</span>
+
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                    from PAMI.periodicFrequentPattern.closed import CPFPMiner as alg</span>
+<span class="sd">        </span>
+<span class="sd">                    obj = alg.CPFPMiner(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="sd">        </span>
+<span class="sd">                    obj.startMine()</span>
+<span class="sd">        </span>
+<span class="sd">                    periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="sd">        </span>
+<span class="sd">                    print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="sd">        </span>
+<span class="sd">                    obj.save(&quot;patterns&quot;)</span>
+<span class="sd">        </span>
+<span class="sd">                    Df = obj.getPatternsAsDataFrame()</span>
+<span class="sd">        </span>
+<span class="sd">                    memUSS = obj.getMemoryUSS()</span>
+<span class="sd">        </span>
+<span class="sd">                    print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="sd">        </span>
+<span class="sd">                    memRSS = obj.getMemoryRSS()</span>
+<span class="sd">        </span>
+<span class="sd">                    print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="sd">        </span>
+<span class="sd">                    run = obj.getRuntime()</span>
+<span class="sd">        </span>
+<span class="sd">                    print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">        </span>
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ------------------</span>
+<span class="sd">    The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_transaction</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_maxItemId</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tableSize</span> <span class="o">=</span> <span class="mi">10000</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_scanDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To scan the database and extracts the 1-length periodic-frequent items</span>
+
+<span class="sd">        :return:   Returns the 1-length periodic-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">ts</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">line</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span>
+                           <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">y</span><span class="p">:</span>
+                <span class="n">t1</span> <span class="o">+=</span> <span class="n">i</span>
+            <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">t1</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])]</span>
+        <span class="k">return</span> <span class="n">periodicFrequentItems</span>
+
+    <span class="k">def</span> <span class="nf">_calculate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tidSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the weight if pattern based on the respective timeStamps</span>
+
+<span class="sd">        :param tidSet: timeStamps of the pattern</span>
+<span class="sd">        :return: the calculated weight of the timeStamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">hashcode</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tidSet</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">+=</span> <span class="n">i</span>
+        <span class="k">if</span> <span class="n">hashcode</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">hashcode</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">hashcode</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tableSize</span>
+
+    <span class="k">def</span> <span class="nf">_contains</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check if the key(hashcode) is in dictionary(hashing) variable</span>
+
+<span class="sd">        :param itemSet: generated periodic-frequent itemSet</span>
+<span class="sd">        :param val: support and periodicity of itemSet</span>
+<span class="sd">        :param hashcode: the key generated in calculate() method for every itemSet</span>
+
+<span class="sd">        :return: true if itemSet with same support present in dictionary(hashing) or else returns false</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]:</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="n">i</span>
+            <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="n">itemSetX</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="ow">and</span> <span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)</span><span class="o">.</span><span class="n">issuperset</span><span class="p">(</span><span class="n">itemSet</span><span class="p">):</span>
+                <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="kc">False</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodAndSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the periodicity and support of timeStamps</span>
+
+<span class="sd">        :param timeStamps: timeStamps of itemSet</span>
+<span class="sd">        :return: periodicity and support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Saves the generated pattern which satisfies the closed property</span>
+<span class="sd">        Parameters:</span>
+<span class="sd">        -----------</span>
+<span class="sd">            prefix: the prefix part of itemSet</span>
+<span class="sd">            suffix: the suffix part of itemSet</span>
+<span class="sd">            tidSetX: the timeStamps of the generated itemSet</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">        --------</span>
+<span class="sd">            saves the closed periodic-frequent pattern</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">prefix</span><span class="p">))</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getPeriodAndSupport</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+            <span class="n">hashcode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculate</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_contains</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">hashcode</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+            <span class="k">if</span> <span class="n">hashcode</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">):</span> <span class="n">val</span><span class="p">}</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span><span class="p">[</span><span class="n">hashcode</span><span class="p">][</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_processEquivalenceClass</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        identifies and saves closed periodic patterns of length more than 2 in a dataset, by processing equivalence classes of item sets that satisfy a minimum support condition.</span>
+<span class="sd">        :param prefix: Prefix class of an itemSet</span>
+<span class="sd">        :param itemSets: suffix items in periodicFrequentItems that satisfies the minSup condition</span>
+<span class="sd">        :param tidSets: timeStamps of items in itemSets respectively</span>
+<span class="sd">        :return:  closed periodic patterns with length more than 2</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidList</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidList</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">suffix</span> <span class="o">+=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">,</span> <span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">suffix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">suffix</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemI</span><span class="p">],</span> <span class="n">tidSetI</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">itemJ</span><span class="p">],</span> <span class="n">tidSetJ</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemJ</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">classItemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetX</span><span class="p">)</span>
+
+<div class="viewcode-block" id="CPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_scanDatabase</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemJ</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">([],</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Closed periodic frequent patterns were generated successfully using CPFPMiner algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.Mine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_hashing</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">periodicFrequentItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_scanDatabase</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+            <span class="n">itemX</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemX</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetX</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemX</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">periodicFrequentItems</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">periodicFrequentItems</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">itemJ</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">):</span>
+                    <span class="n">itemSetX</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetX</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">len</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">):</span>
+                    <span class="n">periodicFrequentItems</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">([],</span> <span class="n">itemSetX</span><span class="p">,</span> <span class="n">tidSetX</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Closed periodic frequent patterns were generated successfully using CPFPMiner algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Closed Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+        
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Closed Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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diff --git a/sphinx/_build/html/_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html b/sphinx/_build/html/_modules/PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html
new file mode 100644
index 000000000..95aafb660
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+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth</li>
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+             
+  <h1>Source code for PAMI.periodicFrequentPattern.maximal.MaxPFGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.maximal import MaxPFGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.MaxPFGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.maximal</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="c1">#global maximalTree</span>
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">     A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        timeStamps : list</span>
+<span class="sd">            To maintain the timestamps of Database at the end of the branch</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children details to the parent node children list</span>
+
+<span class="sd">        :param node: children node</span>
+
+<span class="sd">        :return: adding to parent node children</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(Database)</span>
+<span class="sd">            creating Database as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#self.maximalTree = _MPTree()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span> <span class="n">tid</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into database</span>
+
+<span class="sd">        :param transaction: transactions in a database</span>
+<span class="sd">        :param tid: timestamp of the transaction in database</span>
+<span class="sd">        :return: pftree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to get the conditional patterns of a node</span>
+
+<span class="sd">        :param alpha: node in the tree</span>
+<span class="sd">        :return: conditional patterns of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="n">_conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        removes the leaf node by pushing its timestamps to parent node</span>
+
+<span class="sd">        :param nodeValue: node of a tree</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to get all the timestamps related to a node in tree</span>
+
+<span class="sd">        :param alpha: node of a tree</span>
+<span class="sd">        :return: timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temp</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span> <span class="n">patterns</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]],</span> <span class="n">maximalTree</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the maximal periodic frequent patterns</span>
+
+<span class="sd">        :param prefix: an empty list of itemSet to form the combinations</span>
+<span class="sd">        :return: maximal periodic frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1">#global maximalTree</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">condPattern</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="n">head</span> <span class="o">=</span> <span class="n">pattern</span><span class="p">[:]</span>
+            <span class="n">tail</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">info</span><span class="p">:</span>
+                <span class="n">tail</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
+            <span class="n">sub</span> <span class="o">=</span> <span class="n">head</span> <span class="o">+</span> <span class="n">tail</span>
+            <span class="k">if</span> <span class="n">maximalTree</span><span class="o">.</span><span class="n">checkerSub</span><span class="p">(</span><span class="n">sub</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPattern</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">condPattern</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">condPattern</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">patterns</span><span class="p">,</span> <span class="n">maximalTree</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">maximalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+                    <span class="n">patterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_MNode</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children details to parent node children variable</span>
+
+<span class="sd">        :param node: children node</span>
+<span class="sd">        :return: adding children node to parent node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_MPTree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : node</span>
+<span class="sd">            the root of a tree</span>
+<span class="sd">        summaries : dict</span>
+<span class="sd">            to store the items with same name into dictionary</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(itemSet)</span>
+<span class="sd">            the generated periodic-frequent pattern is added into maximal-tree</span>
+<span class="sd">        checkerSub(itemSet)</span>
+<span class="sd">            to check of subset of itemSet is present in tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_MNode</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to add the transaction in maximal tree</span>
+
+<span class="sd">        :param transaction: resultant periodic frequent pattern</span>
+<span class="sd">        :return: maximal tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_MNode</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+
+    <span class="k">def</span> <span class="nf">checkerSub</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check subset present of items in the maximal tree</span>
+
+<span class="sd">        :param items: the pattern to check for subsets</span>
+<span class="sd">        :return: 1</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">items</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">item</span> <span class="o">=</span> <span class="n">items</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">item</span><span class="p">]:</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">parent</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">cur</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">cur</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">):</span>
+                        <span class="k">return</span> <span class="mi">0</span>
+                <span class="n">cur</span> <span class="o">=</span> <span class="n">cur</span><span class="o">.</span><span class="n">parent</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+
+<span class="c1">#maximalTree = _MPTree()</span>
+
+
+<span class="k">def</span> <span class="nf">_getPeriodAndSupport</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To calculate the periodicity and support of a pattern with their respective timeStamps</span>
+
+<span class="sd">    :param timeStamps: timeStamps</span>
+<span class="sd">    :return: Support and periodicity</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+    <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+        <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="nb">abs</span><span class="p">(</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">))</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+
+<span class="k">def</span> <span class="nf">_conditionalTransactions</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">condTimeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To calculate the timestamps of conditional items in conditional patterns</span>
+
+<span class="sd">    :param condPatterns: conditional patterns of node</span>
+<span class="sd">    :param condTimeStamps: timeStamps of a conditional patterns</span>
+<span class="sd">    :return: removing items with low minSup or periodicity and sort the conditional transactions</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+            <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">condTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">condTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+    <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+        <span class="n">updatedDict</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="n">_getPeriodAndSupport</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+    <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+        <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+        <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+            <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">condTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+        <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+    <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+
+<div class="viewcode-block" id="MaxPFGrowth">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">MaxPFGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   MaxPF-Growth is one of the fundamental algorithm to discover maximal periodic-frequent</span>
+<span class="sd">                    patterns in a temporal database.</span>
+
+<span class="sd">    :Reference:   R. Uday Kiran, Yutaka Watanobe, Bhaskar Chaudhury, Koji Zettsu, Masashi Toyoda, Masaru Kitsuregawa,</span>
+<span class="sd">                 &quot;Discovering Maximal Periodic-Frequent Patterns in Very Large Temporal Databases&quot;,</span>
+<span class="sd">                 IEEE 2020, https://ieeexplore.ieee.org/document/9260063</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from Databases</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            update the Databases by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            after updating the Databases ar added into the tree by setting root node as null</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            the main method to run the program</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 maxpfrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Examples usage :</span>
+
+<span class="sd">       (.venv) $ python3 maxpfrowth.py sampleTDB.txt patterns.txt 0.3 0.4</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in percentage of database transactions</span>
+<span class="sd">            </span>
+<span class="sd">    **Sample run of the imported code:**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.periodicFrequentPattern.maximal import MaxPFGrowth as alg</span>
+
+<span class="sd">            obj = alg.MaxPFGrowth(&quot;../basic/sampleTDB.txt&quot;, &quot;2&quot;, &quot;6&quot;)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+<span class="sd">    </span>
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_patterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_maximalTree</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">maxPer</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete Databases of the database/input file in a database variable</span>
+<span class="sd">        :rtype: storing transactions into Database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        calculates the support of each item in the dataset and assign the ranks to the items</span>
+<span class="sd">        by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :rtype: return the one-length periodic frequent patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">pfList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from Databases and updates the Databases with rank of items</span>
+
+<span class="sd">        :param dict1: frequent items with support</span>
+<span class="sd">        :type dict1: dictionary</span>
+<span class="sd">        :rtype: sorted and updated transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]])</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        it takes the Databases and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data: it represents the one Databases in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :rtype: returns root node of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the ranks of items in to their original item names</span>
+
+<span class="sd">        :param itemSet: frequent pattern.</span>
+<span class="sd">        :return: frequent pattern with original item names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="MaxPFGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+        <span class="n">_generatedItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">_updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">_generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">_info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">_generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">_Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">_updatedDatabases</span><span class="p">,</span> <span class="n">_info</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span> <span class="o">=</span> <span class="n">_MPTree</span><span class="p">()</span>
+        <span class="n">_Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Maximal Periodic Frequent patterns were generated successfully using MAX-PFPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+        <span class="n">_generatedItems</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">_updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">_generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">_info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">_generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">_Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">_updatedDatabases</span><span class="p">,</span> <span class="n">_info</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span> <span class="o">=</span> <span class="n">_MPTree</span><span class="p">()</span>
+        <span class="n">_Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximalTree</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_patterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Maximal Periodic Frequent patterns were generated successfully using MAX-PFPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="MaxPFGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="MaxPFGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Maximal Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">MaxPFGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">MaxPFGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Maximal Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">500</span><span class="p">]:</span>
+            <span class="n">_ap</span> <span class="o">=</span>  <span class="n">MaxPFGrowth</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/temporal_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="mi">5000</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Maximal Partial Periodic Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/output.txt&#39;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP</li>
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+             
+  <h1>Source code for PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP</h1><div class="highlight"><pre>
+<span></span><span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.periodicFrequentPattern.topk.TopkPFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.TopkPFPGrowth(iFile, k, maxPer,oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">TopkPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Top - K is and algorithm to discover top periodic frequent patterns in a temporal database.</span>
+
+<span class="sd">    :Reference:   Komate Amphawan, Philippe Lenca, Athasit Surarerks: &quot;Mining Top-K Periodic-Frequent Pattern from Transactional Databases without Support Threshold&quot;</span>
+<span class="sd">                  International Conference on Advances in Information Technology: https://link.springer.com/chapter/10.1007/978-3-642-10392-6_3</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  maxPer: str:</span>
+<span class="sd">                   Controls the maximum number of transactions in which any two items within a pattern can reappear.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        k: int</span>
+<span class="sd">            User specified counte of top frequent patterns</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Generates one frequent patterns</span>
+<span class="sd">        eclatGeneration(candidateList)</span>
+<span class="sd">            It will generate the combinations of frequent items</span>
+<span class="sd">        generateFrequentPatterns(tidList)</span>
+<span class="sd">            It will generate the combinations of frequent items from a list of items</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">   .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 TopkPFP.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;k&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Examples:</span>
+
+<span class="sd">       (.venv) $ python3 TopkPFP.py sampleDB.txt patterns.txt 10 3</span>
+
+
+<span class="sd">    **Sample run of the importing code:**</span>
+<span class="sd">    ---------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.periodicFrequentPattern.topk.TopkPFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.TopkPFPGrowth(iFile, k, maxPer)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">            The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_minimum</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">n</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#print(len(plist))</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">plist</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+                <span class="k">break</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_getSupportAndPeriod</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">lno</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">per</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">)]</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetI</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+<span class="sd">        :type suffix: list</span>
+<span class="sd">        :param tidSetI: the timestamp of a patterns</span>
+<span class="sd">        :type tidSetI: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span>
+        <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                  <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]):</span>
+                <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                          <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+                    <span class="k">return</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Equivalence class is followed  and checks for the patterns generated for periodic-frequent patterns.</span>
+
+<span class="sd">        :param prefix:  main equivalence prefix</span>
+<span class="sd">        :type prefix: periodic-frequent item or pattern</span>
+<span class="sd">        :param itemSets: patterns which are items combined with prefix and satisfying the periodicity</span>
+<span class="sd">                            and frequent with their timestamps</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: timestamps of the items in the argument itemSets</span>
+<span class="sd">        :type tidSets: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="ow">and</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetI</span><span class="p">)</span>
+
+<div class="viewcode-block" id="TopkPFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">_plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="ow">and</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;TopK Periodic Frequent patterns were generated successfully&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.Mine">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="n">_plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_plist</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">_plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getSupportAndPeriod</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">val</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minimum</span> <span class="ow">and</span> <span class="n">val</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;TopK Periodic Frequent patterns were generated successfully&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">_process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">_process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.save">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">:</span><span class="si">{</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="TopkPFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">TopkPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">TopkPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top K Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+          <li class="breadcrumb-item"><a href="../../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+
+<span class="c1">#             import PAMI.periodicFrequentPattern.kPFPMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.kPFPMiner(iFile, k)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of top-k Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.periodicFrequentPattern.topk.kPFPMiner</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<div class="viewcode-block" id="kPFPMiner">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">kPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Top - K is and algorithm to discover top periodic-frequent patterns in a temporal database.</span>
+
+<span class="sd">    :Reference:   Likhitha, P., Ravikumar, P., Kiran, R.U., Watanobe, Y. (2022).</span>
+<span class="sd">                  Discovering Top-k Periodic-Frequent Patterns in Very Large Temporal Databases. Big Data Analytics.</span>
+<span class="sd">                 BDA 2022. Lecture Notes in Computer Science, vol 13773. Springer, Cham. https://doi.org/10.1007/978-3-031-24094-2_14</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of periodic frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of periodic frequent pattern&#39;s</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        k: int</span>
+<span class="sd">            User specified counte of top-k periodic frequent patterns</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        savePatterns(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Generates one frequent patterns</span>
+<span class="sd">        eclatGeneration(candidateList)</span>
+<span class="sd">            It will generate the combinations of frequent items</span>
+<span class="sd">        generateFrequentPatterns(tidList)</span>
+<span class="sd">            It will generate the combinations of frequent items from a list of items</span>
+
+<span class="sd">    **Executing the code on terminal:**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+
+<span class="sd">       (.venv) $ python3 kPFPMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;k&gt;</span>
+
+<span class="sd">       Examples :</span>
+
+<span class="sd">       (.venv) $  python3 kPFPMiner.py sampleDB.txt patterns.txt 10</span>
+
+
+<span class="sd">    **Sample run of the importing code:</span>
+<span class="sd">    --------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.periodicFrequentPattern.kPFPMiner as alg</span>
+
+<span class="sd">            obj = alg.kPFPMiner(iFile, k)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of top-k Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">            The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_maximum</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+                    
+<div class="viewcode-block" id="kPFPMiner.getPer_Sup">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPer_Sup">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPer_Sup</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tids</span><span class="p">):</span>
+        <span class="n">tids</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span><span class="o">=</span><span class="mi">0</span>
+        <span class="n">per</span><span class="o">=</span><span class="nb">list</span><span class="p">()</span>
+        <span class="n">sup</span><span class="o">=</span><span class="mi">0</span>
+        <span class="c1">#print(tids)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tids</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="c1">#if tids[j] - cur &lt;= periodicity:</span>
+                <span class="c1">#return [0,0]</span>
+            <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tids</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">tids</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+        <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating one frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">n</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">lno</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)):</span>
+                <span class="n">si</span> <span class="o">=</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">si</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">si</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">si</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">plist</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+                <span class="k">break</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">plist</span>
+
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidSetI</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Saves the patterns that satisfy the periodic frequent property.</span>
+
+<span class="sd">        :param prefix: the prefix of a pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param suffix: the suffix of a patterns</span>
+<span class="sd">        :type suffix: list</span>
+<span class="sd">        :param tidSetI: the timestamp of a patterns</span>
+<span class="sd">        :type tidSetI: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">prefix</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getPer_Sup</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span>
+        <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">y</span><span class="p">:</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span>
+                                              <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
+                                                     <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+                    <span class="k">return</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Equivalence class is followed  and checks for the patterns generated for periodic-frequent patterns.</span>
+
+<span class="sd">        :param prefix:  main equivalence prefix</span>
+<span class="sd">        :type prefix: periodic-frequent item or pattern</span>
+<span class="sd">        :param itemSets: patterns which are items combined with prefix and satisfying the periodicity and frequent with their timestamps</span>
+<span class="sd">        :type itemSets: list</span>
+<span class="sd">        :param tidSets: timestamps of the items in the argument itemSets</span>
+<span class="sd">        :type tidSets: list</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidI</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">itemI</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classTidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemSets</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">itemSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="n">tidSets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">getPer_Sup</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span><span class="p">:</span>
+                    <span class="n">classItemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">classTidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">newPrefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">newPrefix</span><span class="p">,</span> <span class="n">classItemSets</span><span class="p">,</span> <span class="n">classTidSets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">)),</span> <span class="n">tidSetI</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">))</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="kPFPMiner.startMine">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main function of the program</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">)</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemI</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidSetI</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSetX</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemI</span><span class="p">]</span>
+            <span class="n">itemSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidSets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="n">itemJ</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidSetJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tidList</span><span class="p">[</span><span class="n">itemJ</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tidSetI</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">tidSetJ</span><span class="p">))</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">getPer_Sup</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maximum</span><span class="p">:</span>
+                    <span class="n">itemSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemJ</span><span class="p">)</span>
+                    <span class="n">tidSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">itemSetX</span><span class="p">,</span> <span class="n">itemSets</span><span class="p">,</span> <span class="n">tidSets</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;kPFPMiner has successfully generated top-k frequent patterns&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.getRuntime">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.save">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.getPatterns">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="kPFPMiner.printResults">
+<a class="viewcode-back" href="../../../../../PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Top-k Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">kPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">kPFPMiner</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of top-k periodic frequent patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/recurringPattern/basic/RPGrowth.html b/sphinx/_build/html/_modules/PAMI/recurringPattern/basic/RPGrowth.html
new file mode 100644
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.recurringPattern.basic.RPGrowth</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.recurringPattern.basic.RPGrowth</h1><div class="highlight"><pre>
+<span></span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.periodicFrequentPattern.recurring import RPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.RPGrowth(iFile, maxPer, minPS, minRec)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.recurringPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">PAMI.recurringPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minPS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_minRec</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">            item : int or None</span>
+<span class="sd">                Storing item of a node</span>
+<span class="sd">            timeStamps : list</span>
+<span class="sd">                To maintain the timestamps of a database at the end of the branch</span>
+<span class="sd">            parent : node</span>
+<span class="sd">                To maintain the parent of every node</span>
+<span class="sd">            children : list</span>
+<span class="sd">                To maintain the children of a node</span>
+
+<span class="sd">        :Methods:</span>
+
+<span class="sd">            addChild(itemName)</span>
+<span class="sd">                Storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children to a node</span>
+
+<span class="sd">        :param node: parent node in the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">            root : Node</span>
+<span class="sd">                Represents the root node of the tree</span>
+<span class="sd">            summaries : dictionary</span>
+<span class="sd">                Storing the nodes with same item name</span>
+<span class="sd">            info : dictionary</span>
+<span class="sd">                Stores the support of the items</span>
+
+<span class="sd">        :Methods:</span>
+
+<span class="sd">            addTransactions(Database)</span>
+<span class="sd">                Creating transaction as a branch in Recurring PatternTree</span>
+<span class="sd">            getConditionalPatterns(Node)</span>
+<span class="sd">                Generates the conditional patterns from tree for specific node</span>
+<span class="sd">            conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">                Takes the prefixPath of a node and support at child of the path and extract the frequent patterns from</span>
+<span class="sd">                prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">            remove(Node)</span>
+<span class="sd">                Removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">            generatePatterns(Node)</span>
+<span class="sd">                Starts from the root node of the tree and mines the periodic-frequent patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into tree</span>
+
+<span class="sd">        :param transaction: To represent the complete database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: To represent the timestamp of a database</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: rp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of a respective node</span>
+
+<span class="sd">        :param alpha: To represent a Node in the tree</span>
+<span class="sd">        :type alpha: Node</span>
+<span class="sd">        :return: A tuple consisting of finalPatterns, conditional pattern base and information</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalDatabases</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timestamps of a node</span>
+
+<span class="sd">        :param node: A node in the tree</span>
+<span class="sd">        :return: Timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue: To represent a node in the tree</span>
+<span class="sd">        :type nodeValue: node</span>
+<span class="sd">        :return: Tree with their nodes updated with timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get all the timestamps of the nodes which share same item name</span>
+
+<span class="sd">        :param alpha: Node in a tree</span>
+<span class="sd">        :return: Timestamps of a  node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the recurrence and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: recurring intervals with corresponding periodic support, summation of support of periodic intervals, support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span><span class="n">_minPS</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="n">st</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="n">end</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">st</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">end</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">ps</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">lps</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">recli</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="nb">abs</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">:</span>
+                <span class="n">lps</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">lps</span> <span class="o">&gt;=</span> <span class="n">_minPS</span><span class="p">:</span>
+                    <span class="n">recli</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">st</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">lps</span><span class="p">])</span>
+                    <span class="n">ps</span> <span class="o">+=</span> <span class="n">lps</span>
+                <span class="n">lps</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">st</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">end</span> <span class="o">=</span> <span class="n">cur</span>
+        <span class="k">if</span> <span class="n">lps</span> <span class="o">&gt;=</span> <span class="n">_minPS</span><span class="p">:</span>
+            <span class="n">recli</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">st</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">lps</span><span class="p">])</span>
+            <span class="n">ps</span><span class="o">+=</span><span class="n">lps</span>
+        <span class="c1"># print(recli)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">recli</span><span class="p">,</span> <span class="n">ps</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic-frequent items</span>
+
+<span class="sd">        :param conditionalPatterns: conditionalPatterns generated from conditionPattern method of a respective node</span>
+<span class="sd">        :type conditionalPatterns: list</span>
+<span class="sd">        :param conditionalTimeStamps: Represents the timestamps of a conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps: list</span>
+<span class="sd">        :returns: Returns conditional transactions by removing non recurring items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_minRec</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="c1"># print(updatedDictionary)</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="p">(</span><span class="n">_minPS</span><span class="o">*</span><span class="n">_minRec</span><span class="p">)}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">1</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix: Forms the combination of items</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :returns: yields patterns with their recurrence and support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minRec</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">1</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="n">_minRec</span><span class="p">:</span>
+                <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="RPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">RPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_recurringPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   RPGrowth is one of the fundamental algorithm to discover recurring patterns in a transactional database.</span>
+
+
+<span class="sd">    :Reference:  R. Uday Kiran†, Haichuan Shang†, Masashi Toyoda† and Masaru Kitsuregawa† Discovering Recurring Patterns in Time Series,https://www.tkl.iis.u-tokyo.ac.jp/new/uploads/publication_file/file/693/Paper%2023.pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Recurring  patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Recurring patterns</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  minPs: str :</span>
+<span class="sd">                   It could potentially represent a minimum parallelism percentage or some other value related to parallel processing.</span>
+<span class="sd">    :param  maxPer: float : minRec</span>
+<span class="sd">                   It represent a maximum percentage or some other numeric value.</span>
+<span class="sd">    :param  minRec: str :</span>
+<span class="sd">                   It could represent a minimum recommended value or some other string-based setting.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        minPS : int or float or str</span>
+<span class="sd">            The user can specify minPS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minPS is integer, then it treats minPS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minPS=10 will be treated as integer, while minPS=10.0 will be treated as float</span>
+<span class="sd">        minRec : int or float or str</span>
+<span class="sd">            The user has to specify minRec in count.</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        OneItems()</span>
+<span class="sd">            Extracts the possible recurring items of size one from database</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing non recurring items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 RPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;maxPer&gt; &lt;minPS&gt; &lt;minRec&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 RPGrowth.py sampleTDB.txt patterns.txt 0.3 0.4 2</span>
+
+
+<span class="sd">               .. note:: maxPer and minPS will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    --------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.periodicFrequentPattern.recurring import RPGrowth as alg</span>
+
+<span class="sd">                obj = alg.RPGrowth(iFile, maxPer, minPS, minRec)</span>
+
+<span class="sd">                obj.startMine()</span>
+
+<span class="sd">                periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">                print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">                obj.savePatterns(oFile)</span>
+
+<span class="sd">                Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">                print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -------------</span>
+<span class="sd">             The complete program was written by   C. Saideep  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minPS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minRec</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete values of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_OneItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the maxRec and support of each item in the database and assign ranks to the items</span>
+<span class="sd">        by decreasing support and returns the RP-list</span>
+
+<span class="sd">        :return: return the RP-list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1">#global rank</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[[],</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lp</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">lp</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">:</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">3</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">3</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                            <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">3</span><span class="p">]])</span>
+                            <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">4</span><span class="p">]</span> <span class="o">+=</span> <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">3</span><span class="p">]</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                        <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">5</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="c1"># print(data)</span>
+           
+        <span class="k">for</span> <span class="n">ri</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">:</span>
+                <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">2</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">3</span><span class="p">]])</span>
+                <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span> <span class="o">+=</span> <span class="n">data</span><span class="p">[</span><span class="n">ri</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">5</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span><span class="p">)}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which does not  satisfy maxRec from database and updates the database with rank of items</span>
+
+<span class="sd">        :param dict1: Recurring items with support and recurrence</span>
+<span class="sd">        :type dict1: dictionary</span>
+<span class="sd">        :return: Sorted and updated transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+                <span class="c1"># print(list2)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the database and construct the main tree by setting root node as a null</span>
+
+<span class="sd">        :param data: it represents the one items in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support and recurrence of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :return: returns root node of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the ranks of items in to their original item names</span>
+
+<span class="sd">        :param itemSet: recurring pattern.</span>
+<span class="sd">        :return: recurring pattern with original item names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="n">t1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="RPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_minRec</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_minRec</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_OneItems</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Recurring patterns were generated successfully using RPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_minRec</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minPS</span><span class="p">,</span> <span class="n">_minRec</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minPS</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRec</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_OneItems</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Recurring patterns were generated successfully using RPGrowth algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">z</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">str1</span> <span class="o">=</span> <span class="s1">&#39;{&#39;</span>
+            <span class="k">for</span> <span class="n">z</span> <span class="ow">in</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">str1</span> <span class="o">+=</span> <span class="s1">&#39;{&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">([</span><span class="n">z</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">z</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span> <span class="o">+</span> <span class="s1">&#39; : &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">z</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;}&#39;</span>
+            <span class="n">str1</span> <span class="o">+=</span> <span class="s1">&#39;}&#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">s</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">len</span><span class="p">(</span><span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">str1</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Recurrance&#39;</span><span class="p">,</span> <span class="s1">&#39;intervals&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+
+<span class="sd">        :param outFile: name of the output file.</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">str1</span> <span class="o">=</span> <span class="s1">&#39;{&#39;</span>
+            <span class="k">for</span> <span class="n">z</span> <span class="ow">in</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">str1</span> <span class="o">+=</span> <span class="s1">&#39;{&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">([</span><span class="n">z</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">z</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span><span class="o">+</span><span class="s1">&#39; : &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">z</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;}&#39;</span>
+            <span class="n">str1</span> <span class="o">+=</span> <span class="s1">&#39;}&#39;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="n">str1</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span>
+        <span class="n">writer</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="RPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of recurrent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html b/sphinx/_build/html/_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html
new file mode 100644
index 000000000..48653cf37
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+++ b/sphinx/_build/html/_modules/PAMI/relativeFrequentPattern/basic/RSFPGrowth.html
@@ -0,0 +1,928 @@
+<!DOCTYPE html>
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+  <title>PAMI.relativeFrequentPattern.basic.RSFPGrowth &mdash; PAMI 2024.04.23 documentation</title>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.relativeFrequentPattern.basic.RSFPGrowth</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.relativeFrequentPattern.basic.RSFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># RSFPGrowth algorithm is used to find all items with relative support from given dataset</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.relativeFrequentPattern import RSFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.RSFPGrowth(iFile, minSup, __minRatio)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.relativeFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.relativeFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequent Pattern tree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        child: list</span>
+<span class="sd">            To maintain the children of node</span>
+<span class="sd">        nodeLink : node</span>
+<span class="sd">            Points to the node with same itemId</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        getChild(itemName)</span>
+<span class="sd">            returns the node with same itemName from frequent Pattern tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">child</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">getChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemName</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="s1">&#39;_Node&#39;</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param itemName: name of the child</span>
+<span class="sd">        :type itemName: list</span>
+<span class="sd">        :return: returns the node with same itemName from frequentPatternTree</span>
+<span class="sd">        :rtype: None or Node</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">itemId</span> <span class="o">==</span> <span class="n">itemName</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">i</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        headerList : list</span>
+<span class="sd">            storing the list of items in tree sorted in ascending of their supports</span>
+<span class="sd">        mapItemNodes : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        mapItemLastNodes : dictionary</span>
+<span class="sd">            representing the map that indicates the last node for each item</span>
+<span class="sd">        root : Node</span>
+<span class="sd">            representing the root Node in a tree</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        createHeaderList(items,minSup)</span>
+<span class="sd">            takes items only which are greater than minSup and sort the items in ascending order</span>
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        fixNodeLinks(item,newNode)</span>
+<span class="sd">            To create the link for nodes with same item</span>
+<span class="sd">        printTree(Node)</span>
+<span class="sd">            gives the details of node in frequentPatternGrowth tree</span>
+<span class="sd">        addPrefixPath(prefix,port,minSup)</span>
+<span class="sd">           It takes the items in prefix pattern whose support is &gt;=minSup and construct a subtree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method taken a transaction as input and returns the tree</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">:</span>
+            <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+    <span class="k">def</span> <span class="nf">fixNodeLinks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">newNode</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fixing node link for the newNode that inserted into frequentPatternTree</span>
+
+<span class="sd">        :param item: it represents the item of newNode</span>
+<span class="sd">        :type item: int</span>
+<span class="sd">        :param newNode: it represents the newNode that inserted in frequentPatternTree</span>
+<span class="sd">        :type newNode: Node</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">lastNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+            <span class="n">lastNode</span><span class="o">.</span><span class="n">nodeLink</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapItemLastNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">newNode</span>
+
+    <span class="k">def</span> <span class="nf">printTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Print the details of Node in frequentPatternTree</span>
+
+<span class="sd">        :param root: it represents the Node in frequentPatternTree</span>
+<span class="sd">        :type root: Node</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># this method is used print the details of tree</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">counter</span><span class="p">,</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">printTree</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">__mapSupport</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To create the headerList</span>
+
+<span class="sd">        :param __mapSupport: it represents the items with their supports</span>
+<span class="sd">        :type __mapSupport: dictionary</span>
+<span class="sd">        :param minSup: it represents the minSup</span>
+<span class="sd">        :param minSup: float</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># the frequentPatternTree always maintains the header table to start the mining from leaf nodes</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">t1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">headerList</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">t1</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">__itemSetBuffer</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">addPrefixPath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">&#39;_Node&#39;</span><span class="p">],</span> <span class="n">__mapSupportBeta</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To construct the conditional tree with prefix paths of a node in frequentPatternTree</span>
+
+<span class="sd">        :param prefix: it represents the prefix items of a Node</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param __mapSupportBeta: it represents the items with their supports</span>
+<span class="sd">        :param __mapSupportBeta: dictionary</span>
+<span class="sd">        :param minSup: to check the item meets with minSup</span>
+<span class="sd">        :param minSup: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># this method is used to add prefix paths in conditional trees of frequentPatternTree</span>
+        <span class="n">pathCount</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">counter</span>
+        <span class="n">current</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">pathItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">__mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">child</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">getChild</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">child</span><span class="p">:</span>
+                    <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">()</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="n">current</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span><span class="o">.</span><span class="n">child</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">newNode</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">fixNodeLinks</span><span class="p">(</span><span class="n">pathItem</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">child</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="n">pathCount</span>
+                    <span class="n">current</span> <span class="o">=</span> <span class="n">child</span>
+
+
+<div class="viewcode-block" id="RSFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">RSFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Algorithm to find all items with relative support from given dataset</span>
+
+<span class="sd">    :Reference:   &#39;Towards Efficient Discovery of Frequent Patterns with Relative Support&#39; R. Uday Kiran and</span>
+<span class="sd">                   Masaru Kitsuregawa, http://comad.in/comad2012/pdf/kiran.pdf</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Relative frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Relative frequent patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   Controls the minimum number of transactions in which every item must appear in a database.</span>
+<span class="sd">    :param  minRS: float:</span>
+<span class="sd">                   Controls the minimum number of transactions in which at least one time within a pattern must appear in a database.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file to mine complete set of frequent patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minSup : float</span>
+<span class="sd">            The user given minSup</span>
+<span class="sd">        minRS : float</span>
+<span class="sd">            The user given minRS</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        itemSetBuffer : list</span>
+<span class="sd">            it represents the store the items in mining</span>
+<span class="sd">        maxPatternLength : int</span>
+<span class="sd">           it represents the constraint for pattern length</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getFrequentPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getmemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        check(line)</span>
+<span class="sd">            To check the delimiter used in the user input file</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+<span class="sd">        saveAllCombination(tempBuffer,s,position,prefix,prefixLength)</span>
+<span class="sd">            Forms all the combinations between prefix and tempBuffer lists with support(s)</span>
+<span class="sd">        saveItemSet(pattern,support)</span>
+<span class="sd">            Stores all the frequent patterns with their respective support</span>
+<span class="sd">        frequentPatternGrowthGenerate(frequentPatternTree,prefix,port)</span>
+<span class="sd">            Mining the frequent patterns by forming conditional frequentPatternTrees to particular prefix item.</span>
+<span class="sd">            __mapSupport represents the 1-length items with their respective support</span>
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ----------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $python3 RSFPGrowth.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;__minRatio&gt;</span>
+
+<span class="sd">       Example Usage :</span>
+
+<span class="sd">       (.venv) $python3 python3 RSFPGrowth.py sampleDB.txt patterns.txt 0.23 0.2</span>
+
+
+<span class="sd">               .. note:: maxPer and minPS will be considered in percentage of database transactions</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.relativeFrequentPattern import RSFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.RSFPGrowth(iFile, minSup, __minRatio)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getmemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by   Sai Chitra.B   under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_minRS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">__fpNodeTempBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__itemSetCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__maxPatternLength</span> <span class="o">=</span> <span class="mi">1000</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minSup</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">minRS</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minRS</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the __Database/input file in a __Database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">__saveItemSet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">support</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">ratio</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To save the frequent patterns mined form frequentPatternTree</span>
+
+<span class="sd">        :param prefix: the frequent pattern</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: the length of a frequent pattern</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :param support: the support of a pattern</span>
+<span class="sd">        :type support:  int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">sample</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="n">sample</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__itemSetCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">sample</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">support</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ratio</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">&#39;_Node&#39;</span><span class="p">],</span> <span class="n">s</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">position</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating all the combinations for items in single branch in frequentPatternTree</span>
+
+<span class="sd">        :param tempBuffer: items in a list.</span>
+<span class="sd">        :type tempBuffer: list</span>
+<span class="sd">        :param s: support at leaf node of a branch</span>
+<span class="sd">        :param position: the length of a tempBuffer</span>
+<span class="sd">        :type position: int</span>
+<span class="sd">        :param prefix: it represents the list of leaf node</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: the length of prefix</span>
+<span class="sd">        :type prefixLength: int</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">max1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">position</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">max1</span><span class="p">):</span>
+            <span class="n">newPrefixLength</span> <span class="o">=</span> <span class="n">prefixLength</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">position</span><span class="p">):</span>
+                <span class="n">isSet</span> <span class="o">=</span> <span class="n">i</span> <span class="o">&amp;</span> <span class="p">(</span><span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="n">j</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">isSet</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">tempBuffer</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                    <span class="n">newPrefixLength</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">ratio</span> <span class="o">=</span> <span class="n">s</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">__getMinItem</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">newPrefixLength</span><span class="p">)]</span>
+            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">newPrefixLength</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">ratio</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__frequentPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">frequentPatternTree</span><span class="p">:</span> <span class="s1">&#39;_Tree&#39;</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">__mapSupport</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">minConf</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining the fp tree</span>
+
+<span class="sd">        :param frequentPatternTree: it represents the frequentPatternTree</span>
+<span class="sd">        :type frequentPatternTree: class Tree</span>
+<span class="sd">        :param prefix: it represents an empty list and store the patterns that are mined</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :param prefixLength: the length of prefix</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :param __mapSupport : it represents the support of item</span>
+<span class="sd">        :type __mapSupport : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="n">position</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">frequentPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">currentNode</span> <span class="o">=</span> <span class="n">frequentPatternTree</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">singlePath</span> <span class="o">=</span> <span class="kc">False</span>
+                    <span class="k">break</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__fpNodeTempBuffer</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">position</span><span class="p">,</span> <span class="n">currentNode</span><span class="p">)</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">counter</span>
+                <span class="n">position</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">child</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">singlePath</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__saveAllCombinations</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__fpNodeTempBuffer</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">position</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">frequentPatternTree</span><span class="o">.</span><span class="n">headerList</span><span class="p">):</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">i</span>
+                <span class="n">support</span> <span class="o">=</span> <span class="n">__mapSupport</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">CminSup</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="n">support</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">)</span>
+                <span class="n">betaSupport</span> <span class="o">=</span> <span class="n">support</span>
+                <span class="n">prefix</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span>
+                <span class="n">max1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__getMinItem</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">)</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">max1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">item</span><span class="p">]:</span>
+                    <span class="n">max1</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="n">ratio</span> <span class="o">=</span> <span class="n">support</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">max1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__saveItemSet</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">betaSupport</span><span class="p">,</span> <span class="n">ratio</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__maxPatternLength</span><span class="p">:</span>
+                    <span class="n">prefixPaths</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">path</span> <span class="o">=</span> <span class="n">frequentPatternTree</span><span class="o">.</span><span class="n">mapItemNodes</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+                    <span class="n">__mapSupportBeta</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">while</span> <span class="n">path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="n">prefixPath</span> <span class="o">=</span> <span class="p">[</span><span class="n">path</span><span class="p">]</span>
+                            <span class="n">pathCount</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">counter</span>
+                            <span class="n">parent1</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">parent</span>
+                            <span class="k">if</span> <span class="n">__mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">CminSup</span><span class="p">:</span>
+                                <span class="k">while</span> <span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                                    <span class="n">mins</span> <span class="o">=</span> <span class="n">CminSup</span>
+                                    <span class="k">if</span> <span class="n">__mapSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">mins</span><span class="p">:</span>
+                                        <span class="n">prefixPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parent1</span><span class="p">)</span>
+                                        <span class="k">if</span> <span class="n">__mapSupportBeta</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                                            <span class="n">__mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">pathCount</span>
+                                        <span class="k">else</span><span class="p">:</span>
+                                            <span class="n">__mapSupportBeta</span><span class="p">[</span><span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">__mapSupportBeta</span><span class="p">[</span>
+                                                                                   <span class="n">parent1</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">+</span> <span class="n">pathCount</span>
+                                        <span class="n">parent1</span> <span class="o">=</span> <span class="n">parent1</span><span class="o">.</span><span class="n">parent</span>
+                                    <span class="k">else</span><span class="p">:</span>
+                                        <span class="k">break</span>
+                                <span class="n">prefixPaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prefixPath</span><span class="p">)</span>
+                        <span class="n">path</span> <span class="o">=</span> <span class="n">path</span><span class="o">.</span><span class="n">nodeLink</span>
+                    <span class="n">__treeBeta</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">prefixPaths</span><span class="p">:</span>
+                        <span class="n">__treeBeta</span><span class="o">.</span><span class="n">addPrefixPath</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">__mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">__treeBeta</span><span class="o">.</span><span class="n">root</span><span class="o">.</span><span class="n">child</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">__treeBeta</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="n">__mapSupportBeta</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">__frequentPatternGrowthGenerate</span><span class="p">(</span><span class="n">__treeBeta</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">__mapSupportBeta</span><span class="p">,</span>
+                                                           <span class="n">minConf</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified __minSup value</span>
+
+<span class="sd">        :param value: user specified __minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="RSFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main program to start the operation</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">transaction</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">__itemSetBuffer</span><span class="p">:</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">val</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">headerList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__frequentPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Relative support frequent patterns were generated successfully using RSFPGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.Mine">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">            </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Main program to start the operation</span>
+<span class="sd">            :return: None</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+            <span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+                <span class="n">transaction</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">__itemSetBuffer</span><span class="p">:</span>
+                        <span class="n">transaction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+                <span class="n">transaction</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">val</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transaction</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">createHeaderList</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="o">.</span><span class="n">headerList</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__itemSetBuffer</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__frequentPatternGrowthGenerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__tree</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__itemSetBuffer</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">,</span>
+                                                     <span class="bp">self</span><span class="o">.</span><span class="n">_minRS</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Relative support frequent patterns were generated successfully using RSFPGrowth algorithm&quot;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+            <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+    <span class="k">def</span> <span class="nf">__getMinItem</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the minItem from prefix</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">minItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">minItem</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]]:</span>
+                <span class="n">minItem</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">minItem</span>
+
+<div class="viewcode-block" id="RSFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">pattern</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file.</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">pattern</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">res</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">pattern</span> <span class="o">=</span> <span class="n">pattern</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">res</span><span class="p">[</span><span class="n">pattern</span><span class="p">]</span> <span class="o">=</span> <span class="n">s1</span>
+        <span class="k">return</span> <span class="n">res</span></div>
+
+
+<div class="viewcode-block" id="RSFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Relative Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RSFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RSFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html b/sphinx/_build/html/_modules/PAMI/relativeHighUtilityPattern/basic/RHUIM.html
new file mode 100644
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+      <li class="breadcrumb-item active">PAMI.relativeHighUtilityPattern.basic.RHUIM</li>
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+             
+  <h1>Source code for PAMI.relativeHighUtilityPattern.basic.RHUIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># RHUIM algorithm helps us to mine Relative High Utility itemSets from transactional databases.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.relativeHighUtilityPattern.basic import RHUIM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.RHUIM(&quot;input.txt&quot;, 35, 20)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">PAMI.relativeHighUtilityPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<span class="k">class</span> <span class="nc">_Transaction</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to store Transaction of a database</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        items: list</span>
+<span class="sd">            A list of items in transaction </span>
+<span class="sd">        utilities: list</span>
+<span class="sd">            A list of utilities of items in transaction</span>
+<span class="sd">        transactionUtility: int</span>
+<span class="sd">            represent total sum of all utilities in the database</span>
+<span class="sd">        prefixUtility:</span>
+<span class="sd">            prefix Utility values of item</span>
+<span class="sd">        offset:</span>
+<span class="sd">            an offset pointer, used by projected transaction</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        projectedTransaction(offsetE):</span>
+<span class="sd">            A method to create new Transaction from existing starting from offsetE until the end</span>
+<span class="sd">        getItems():</span>
+<span class="sd">            return items in transaction</span>
+<span class="sd">        getUtilities():</span>
+<span class="sd">            return utilities in transaction</span>
+<span class="sd">        getLastPosition():</span>
+<span class="sd">            return last position in a transaction</span>
+<span class="sd">        removeUnpromisingItems():</span>
+<span class="sd">            A method to remove items which are having low values when compared with minUtil</span>
+<span class="sd">        insertionSort():</span>
+<span class="sd">            A method to sort all items in the transaction</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">prefixUtility</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">utilities</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">items</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">transactionUtility</span>
+
+    <span class="k">def</span> <span class="nf">projectTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Transaction&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create new Transaction from existing transaction starting from offsetE until the end</span>
+
+<span class="sd">        :param offsetE: an offset over the original transaction for projecting the transaction</span>
+<span class="sd">        :type offsetE: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_transaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+        <span class="n">utilityE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">offsetE</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+</span> <span class="n">utilityE</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-</span> <span class="n">utilityE</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">offset</span><span class="p">,</span> <span class="n">offsetE</span><span class="p">):</span>
+            <span class="n">new_transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">new_transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">offsetE</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">new_transaction</span>
+
+    <span class="k">def</span> <span class="nf">getItems</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return items in transaction</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span>
+
+    <span class="k">def</span> <span class="nf">getUtilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return utilities in transaction</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span>
+
+    <span class="k">def</span> <span class="nf">getLastPosition</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return last position in a transaction</span>
+<span class="sd">        :return: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to remove items which are not present in the map passed to the function</span>
+
+<span class="sd">        :param oldNamesToNewNames: A map represent old names to new names</span>
+<span class="sd">        :type oldNamesToNewNames: map</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tempItems</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">tempUtilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">oldNamesToNewNames</span><span class="p">:</span>
+                <span class="n">tempItems</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">tempUtilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">-=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">items</span> <span class="o">=</span> <span class="n">tempItems</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span> <span class="o">=</span> <span class="n">tempUtilities</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">insertionSort</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">insertionSort</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to sort items in order</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">)):</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">utilityJ</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">key</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">j</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">utilityJ</span>
+        
+
+<span class="k">class</span> <span class="nc">_Dataset</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class represent the list of transactions in this dataset</span>
+
+<span class="sd">   :Attributes:</span>
+
+<span class="sd">        transactions:</span>
+<span class="sd">            the list of transactions in this dataset</span>
+<span class="sd">        maxItem:</span>
+<span class="sd">            the largest item name</span>
+<span class="sd">        </span>
+<span class="sd">   :methods:</span>
+
+<span class="sd">        createTransaction(line):</span>
+<span class="sd">            Create a transaction object from a line from the input file</span>
+<span class="sd">        getMaxItem():</span>
+<span class="sd">            return Maximum Item</span>
+<span class="sd">        getTransactions():</span>
+<span class="sd">            return transactions in database</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">maxItem</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sep</span> <span class="o">=</span> <span class="n">sep</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">createItemSets</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">createItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">datasetPath</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">itemsets</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">utilities</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">utilityValues</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">itemsets</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Utilities&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilities</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;UtilitySum&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">utilityValues</span> <span class="o">=</span> <span class="n">datasetPath</span><span class="p">[</span><span class="s1">&#39;utilitySum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemsets</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsets</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilities</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">utilityValues</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                    <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">datasetPath</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">trans_list</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">transactionUtility</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">trans_list</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">itemsString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">itemsString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="n">trans_list</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sep</span><span class="p">)</span>
+                            <span class="n">utilityString</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">utilityString</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">createTransaction</span><span class="p">(</span><span class="n">itemsString</span><span class="p">,</span> <span class="n">utilityString</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">createTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">utilities</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">utilitySum</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Transaction</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to create Transaction from dataset given</span>
+<span class="sd">            </span>
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param itemSet: represent a transactions itemset in database</span>
+<span class="sd">        :type itemSet: list</span>
+<span class="sd">        :param utilities: utility values of respective transaction itemSets</span>
+<span class="sd">        :type utilities: list</span>
+<span class="sd">        :param utilitySum: represent the sum of utility Sum</span>
+<span class="sd">        :type utilitySum: int</span>
+<span class="sd">        :return : Transaction.</span>
+<span class="sd">        :rtype: Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">transactionUtility</span> <span class="o">=</span> <span class="n">utilitySum</span>
+        <span class="n">itemsString</span> <span class="o">=</span> <span class="n">itemSet</span>
+        <span class="n">utilityString</span> <span class="o">=</span> <span class="n">utilities</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">utilities</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsString</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">intToStr</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">cnt</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">cnt</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">item_int</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strToInt</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">item_int</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span> <span class="o">=</span> <span class="n">item_int</span>
+            <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item_int</span><span class="p">)</span>
+            <span class="n">utilities</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">utilityString</span><span class="p">[</span><span class="n">idx</span><span class="p">]))</span>
+        <span class="k">return</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">transactionUtility</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">getMaxItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return name of the largest item</span>
+<span class="sd">        :return; int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxItem</span>
+
+    <span class="k">def</span> <span class="nf">getTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to return transactions from database</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span>
+
+
+<div class="viewcode-block" id="RHUIM">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM">[docs]</a>
+<span class="k">class</span> <span class="nc">RHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_utilityPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   RHUIM algorithm helps us to mine Relative High Utility itemSets from transactional databases.</span>
+<span class="sd">    </span>
+<span class="sd">    :Reference:   R. U. Kiran, P. Pallikila, J. M. Luna, P. Fournier-Viger, M. Toyoda and P. K. Reddy,</span>
+<span class="sd">                 &quot;Discovering Relative High Utility Itemsets in Very Large Transactional Databases Using Null-Invariant Measure,&quot;</span>
+<span class="sd">                  2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, 2021, pp. 252-262,</span>
+<span class="sd">                  doi: 10.1109/BigData52589.2021.9672064.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Relative High Utility patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Relative High Utility patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    minSup measure constraints the minimum number of transactions in a database where a pattern must appear</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  minUtil: int :</span>
+<span class="sd">                   The minimum utility threshold.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the input file to mine complete set of patterns</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file to store complete set of patterns</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        minUtil : int</span>
+<span class="sd">            The user given minUtil value</span>
+<span class="sd">        minUR : float</span>
+<span class="sd">            The user given minUR value</span>
+<span class="sd">        relativeHighUtilityItemSets : map</span>
+<span class="sd">            set of relative high utility itemSets</span>
+<span class="sd">        candidateCount : int</span>
+<span class="sd">             Number of candidates </span>
+<span class="sd">        utilityBinArrayLU : list</span>
+<span class="sd">             A map to hold the local utility values of the items in database</span>
+<span class="sd">        utilityBinArraySU : list</span>
+<span class="sd">            A map to hold the subtree utility values of the items is database</span>
+<span class="sd">        oldNamesToNewNames : list</span>
+<span class="sd">            A map which contains old names, new names of items as key value pairs</span>
+<span class="sd">        newNamesToOldNames : list</span>
+<span class="sd">            A map which contains new names, old names of items as key value pairs</span>
+<span class="sd">        maxMemory : float</span>
+<span class="sd">            Maximum memory used by this program for running</span>
+<span class="sd">        patternCount : int</span>
+<span class="sd">            Number of RHUI&#39;s</span>
+<span class="sd">        itemsToKeep : list</span>
+<span class="sd">            keep only the promising items i.e items that can extend other items to form RHUIs</span>
+<span class="sd">        itemsToExplore : list</span>
+<span class="sd">            list of items that needs to be explored</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">                Complete set of patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">               Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        backTrackingRHUIM(transactionsOfP, itemsToKeep, itemsToExplore, prefixLength)</span>
+<span class="sd">               A method to mine the RHUIs Recursively</span>
+<span class="sd">        useUtilityBinArraysToCalculateUpperBounds(transactionsPe, j, itemsToKeep)</span>
+<span class="sd">               A method to calculate the sub-tree utility and local utility of all items that can extend itemSet P and e</span>
+<span class="sd">        output(tempPosition, utility)</span>
+<span class="sd">               A method to output a relative-high-utility itemSet to file or memory depending on what the user chose</span>
+<span class="sd">        is_equal(transaction1, transaction2)</span>
+<span class="sd">               A method to Check if two transaction are identical</span>
+<span class="sd">        useUtilityBinArrayToCalculateSubtreeUtilityFirstTime(dataset)</span>
+<span class="sd">              A method to calculate the sub tree utility values for single items</span>
+<span class="sd">        sortDatabase(self, transactions)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        sort_transaction(self, trans1, trans2)</span>
+<span class="sd">              A Method to sort transaction</span>
+<span class="sd">        useUtilityBinArrayToCalculateLocalUtilityFirstTime(self, dataset)</span>
+<span class="sd">             A method to calculate local utility values for single itemSets</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 RHUIM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minUtil&gt; &lt;sep&gt;</span>
+
+<span class="sd">      Example usage:</span>
+
+<span class="sd">      (.venv) $ python3 RHUIM.py sampleTDB.txt output.txt 35 20</span>
+
+
+<span class="sd">              .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.relativeHighUtilityPattern.basic import RHUIM as alg</span>
+
+<span class="sd">            obj=alg.RHUIM(&quot;input.txt&quot;, 35, 20)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getmemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    -----------------</span>
+<span class="sd">             The complete program was written by  Pradeep Pallikila  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_relativeHighUtilityItemSets</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_candidateCount</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_utilityBinArrayLU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_utilityBinArraySU</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_oldNamesToNewNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_newNamesToOldNames</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_singleItemSetsUtilities</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_strToInt</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_intToStr</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_temp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">5000</span>
+    <span class="n">_patternCount</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_maxMemory</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_nFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+    <span class="n">_minUtil</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_minUR</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">minUR</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minUtil</span><span class="p">,</span> <span class="n">minUR</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+<div class="viewcode-block" id="RHUIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span> <span class="o">=</span> <span class="n">_Dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">_minUtil</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span>
+        <span class="n">_minUR</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minUR</span><span class="p">)</span>
+        <span class="c1"># print(minUR)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtilities</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_defaultdict</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+        <span class="n">itemsToKeep</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+        <span class="n">currentName</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">currentName</span><span class="p">]</span> <span class="o">=</span> <span class="n">item</span>
+            <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentName</span>
+            <span class="n">currentName</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">transaction</span><span class="o">.</span><span class="n">removeUnpromisingItems</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oldNamesToNewNames</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">())</span>
+        <span class="n">emptyTransactionCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">emptyTransactionCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">transactions</span><span class="p">[</span><span class="n">emptyTransactionCount</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="p">)</span>
+        <span class="n">itemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minUtil</span><span class="p">:</span>
+                <span class="n">itemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="n">utilitySum</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingRHUIM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">(),</span> <span class="n">itemsToKeep</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">utilitySum</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Relative High Utility patterns were generated successfully using RHUIM algorithm&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_backTrackingRHUIM</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsOfP</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">itemsToExplore</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">prefixLength</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utilitySumP</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to mine the RHUIs Recursively</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param transactionsOfP: the list of transactions containing the current prefix P</span>
+<span class="sd">        :type transactionsOfP: list</span>
+<span class="sd">        :param itemsToKeep: the list of secondary items in the p-projected database</span>
+<span class="sd">        :type itemsToKeep: list</span>
+<span class="sd">        :param itemsToExplore: the list of primary items in the p-projected database</span>
+<span class="sd">        :type itemsToExplore: list</span>
+<span class="sd">        :param prefixLength: current prefixLength</span>
+<span class="sd">        :type prefixLength: int</span>
+<span class="sd">        :param utilitySumP: a variable to hold sum of utilities of all items in P</span>
+<span class="sd">        :type utilitySumP int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_candidateCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">itemsToExplore</span><span class="p">):</span>
+            <span class="n">transactionsPe</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">utilityPe</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">utilitySumPe</span> <span class="o">=</span> <span class="n">utilitySumP</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtilities</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsOfP</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
+                    <span class="n">positionE</span> <span class="o">=</span> <span class="n">items</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getLastPosition</span><span class="p">()</span> <span class="o">==</span> <span class="n">positionE</span><span class="p">:</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">positionE</span><span class="p">]</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">projectedTransaction</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">projectTransaction</span><span class="p">(</span><span class="n">positionE</span><span class="p">)</span>
+                        <span class="n">utilityPe</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                        <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">==</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_isEqual</span><span class="p">(</span><span class="n">projectedTransaction</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">consecutiveMergeCount</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                                <span class="n">items</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">utilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:]</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjection</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionProjection</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjection</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">sumUtilities</span> <span class="o">=</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                                <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">_Transaction</span><span class="p">(</span><span class="n">items</span><span class="p">,</span> <span class="n">utilities</span><span class="p">,</span> <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span><span class="p">)</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">=</span> <span class="n">sumUtilities</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">positionPrevious</span> <span class="o">=</span> <span class="mi">0</span>
+                                <span class="n">positionProjected</span> <span class="o">=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">offset</span>
+                                <span class="n">itemsCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">previousTransaction</span><span class="o">.</span><span class="n">items</span><span class="p">)</span>
+                                <span class="k">while</span> <span class="n">positionPrevious</span> <span class="o">&lt;</span> <span class="n">itemsCount</span><span class="p">:</span>
+                                    <span class="n">previousTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span><span class="n">positionPrevious</span><span class="p">]</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">utilities</span><span class="p">[</span>
+                                        <span class="n">positionProjected</span><span class="p">]</span>
+                                    <span class="n">positionPrevious</span> <span class="o">+=</span> <span class="mi">1</span>
+                                    <span class="n">positionProjected</span> <span class="o">+=</span> <span class="mi">1</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                                <span class="n">previousTransaction</span><span class="o">.</span><span class="n">prefixUtility</span> <span class="o">+=</span> <span class="n">projectedTransaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+                            <span class="n">previousTransaction</span> <span class="o">=</span> <span class="n">projectedTransaction</span>
+                            <span class="n">consecutiveMergeCount</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span> <span class="o">=</span> <span class="n">positionE</span>
+            <span class="k">if</span> <span class="n">previousTransaction</span> <span class="o">!=</span> <span class="n">transactionsOfP</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">transactionsPe</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">previousTransaction</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">prefixLength</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_newNamesToOldNames</span><span class="p">[</span><span class="n">e</span><span class="p">]</span>
+            <span class="n">utility_ratio_pe</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">utilityPe</span> <span class="o">/</span> <span class="n">utilitySumPe</span><span class="p">)</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">utilityPe</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">utility_ratio_pe</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUR</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_output</span><span class="p">(</span><span class="n">prefixLength</span><span class="p">,</span> <span class="n">utilityPe</span><span class="p">,</span> <span class="n">utility_ratio_pe</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">idx</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">)</span>
+            <span class="n">newItemsToKeep</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">newItemsToExplore</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+                <span class="n">itemK</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">l</span><span class="p">]</span>
+                <span class="n">utility_sum_pek</span> <span class="o">=</span> <span class="n">utilitySumPe</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtilities</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span>
+                <span class="n">subtree_utility_ratio</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">/</span> <span class="n">utility_sum_pek</span><span class="p">)</span>
+                <span class="n">local_utility_ratio</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">/</span> <span class="n">utility_sum_pek</span><span class="p">)</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="ow">and</span> <span class="n">subtree_utility_ratio</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUR</span><span class="p">:</span>
+                    <span class="n">newItemsToExplore</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                    <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">itemK</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUtil</span> <span class="ow">and</span> <span class="n">local_utility_ratio</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minUR</span><span class="p">:</span>
+                    <span class="n">newItemsToKeep</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemK</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_backTrackingRHUIM</span><span class="p">(</span><span class="n">transactionsPe</span><span class="p">,</span> <span class="n">newItemsToKeep</span><span class="p">,</span> <span class="n">newItemsToExplore</span><span class="p">,</span> <span class="n">prefixLength</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">utilitySumPe</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArraysToCalculateUpperBounds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactionsPe</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">j</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">itemsToKeep</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to  calculate the subtree utility and local utility of all items that can extend itemSet P U {e}</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param transactionsPe: transactions the projected database for P U {e}</span>
+<span class="sd">        :type transactionsPe: list or Dataset</span>
+<span class="sd">        :param j: the position of j in the list of promising items</span>
+<span class="sd">        :type j:int</span>
+<span class="sd">        :param itemsToKeep :the list of promising items</span>
+<span class="sd">        :type itemsToKeep: list or Dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsToKeep</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">itemsToKeep</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">transactionsPe</span><span class="p">:</span>
+            <span class="n">sumRemainingUtility</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">offset</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">itemsToKeep</span><span class="p">:</span>
+                    <span class="n">sumRemainingUtility</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumRemainingUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span> <span class="o">+</span> <span class="n">transaction</span><span class="o">.</span><span class="n">prefixUtility</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tempPosition</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utility</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">utilityRatio</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         Method to print relative high utility itemSet</span>
+
+<span class="sd">         :Attributes:</span>
+
+<span class="sd">         :param tempPosition: position of last item </span>
+<span class="sd">         :type tempPosition : int </span>
+<span class="sd">         :param utility: total utility of itemSet</span>
+<span class="sd">         :type utility: int</span>
+<span class="sd">         :param utilityRatio: utility ratio of an itemSet</span>
+<span class="sd">         :type utilityRatio: float</span>
+<span class="sd">         :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_patternCount</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">s1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">tempPosition</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+            <span class="n">s1</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataset</span><span class="o">.</span><span class="n">intToStr</span><span class="o">.</span><span class="n">get</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">_temp</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">tempPosition</span><span class="p">:</span>
+                <span class="n">s1</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">s1</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">utility</span><span class="p">,</span> <span class="n">utilityRatio</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_isEqual</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">transaction2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         A method to Check if two transaction are identical</span>
+
+<span class="sd">         :Attributes:</span>
+
+<span class="sd">         :param  transaction1: the first transaction.</span>
+<span class="sd">         :type  transaction1: Transaction</span>
+<span class="sd">         :param  transaction2:   The second transaction.</span>
+<span class="sd">         :type  transaction2: Transaction</span>
+<span class="sd">         :return : whether both are identical or not</span>
+<span class="sd">         :rtype: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">length1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">length2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">)</span> <span class="o">-</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">if</span> <span class="n">length1</span> <span class="o">!=</span> <span class="n">length2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="n">position1</span> <span class="o">=</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">offset</span>
+        <span class="n">position2</span> <span class="o">=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">offset</span>
+        <span class="k">while</span> <span class="n">position1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">transaction1</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">transaction2</span><span class="o">.</span><span class="n">items</span><span class="p">[</span><span class="n">position2</span><span class="p">]:</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            <span class="n">position1</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="n">position2</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateSubtreeUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scan the initial database to calculate the subtree utility of each item using a utility-bin array</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param dataset: the transaction database</span>
+<span class="sd">        :type dataset: Dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="n">sumSU</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">())</span> <span class="o">-</span> <span class="mi">1</span>
+            <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">item</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">currentUtility</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getUtilities</span><span class="p">()[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">sumSU</span> <span class="o">+=</span> <span class="n">currentUtility</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_singleItemSetsUtilities</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">currentUtility</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">sumSU</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArraySU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">sumSU</span>
+                <span class="n">i</span> <span class="o">-=</span> <span class="mi">1</span>
+
+<div class="viewcode-block" id="RHUIM.sortDatabase">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sortDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">sortDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transactions</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param transactions: transaction of items</span>
+<span class="sd">        :type transactions: list</span>
+<span class="sd">        :return: sorted transactions.</span>
+<span class="sd">        :rtype: Transactions or list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">cmp_items</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_functools</span><span class="o">.</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sort_transaction</span><span class="p">)</span>
+        <span class="n">transactions</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">cmp_items</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.sort_transaction">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sort_transaction">[docs]</a>
+    <span class="k">def</span> <span class="nf">sort_transaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans1</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">,</span> <span class="n">trans2</span><span class="p">:</span> <span class="n">_Transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A Method to sort transaction</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param trans1: the first transaction .</span>
+<span class="sd">        :type trans1: Transaction</span>
+<span class="sd">        :param trans2:the second transaction.</span>
+<span class="sd">        :type trans2: Transaction</span>
+<span class="sd">        :return: sorted transaction.</span>
+<span class="sd">        :rtype:   Transaction</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">trans1_items</span> <span class="o">=</span> <span class="n">trans1</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">trans2_items</span> <span class="o">=</span> <span class="n">trans2</span><span class="o">.</span><span class="n">getItems</span><span class="p">()</span>
+        <span class="n">pos1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="n">pos2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans1_items</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans2_items</span><span class="p">):</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">while</span> <span class="n">pos2</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">sub</span> <span class="o">=</span> <span class="n">trans2_items</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span> <span class="o">-</span> <span class="n">trans1_items</span><span class="p">[</span><span class="n">pos1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">sub</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="n">sub</span>
+                <span class="n">pos1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="n">pos2</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">return</span> <span class="mi">0</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_useUtilityBinArrayToCalculateLocalUtilityFirstTime</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">_Dataset</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A method to calculate local utility of single itemSets</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        :param dataset: the transaction database.</span>
+<span class="sd">        :type dataset: database</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="n">dataset</span><span class="o">.</span><span class="n">getTransactions</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="o">.</span><span class="n">getItems</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_utilityBinArrayLU</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction</span><span class="o">.</span><span class="n">transactionUtility</span>
+
+<div class="viewcode-block" id="RHUIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final patterns in a dataframe</span>
+
+<span class="sd">        :return: returning patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Utility&#39;</span><span class="p">,</span> <span class="s1">&#39;UtilityRatio&#39;</span><span class="p">])</span>
+
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+    
+<div class="viewcode-block" id="RHUIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.save">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">patternsAndSupport</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">patternsAndSupport</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">       &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">       &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="RHUIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Relative Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>    <span class="c1">#includes separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]),</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>    <span class="c1">#takes &quot;\t&quot; as a separator</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">RHUIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Relative High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">RHUIM</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/utility_datasets/Utility_T10I4D100K.csv&#39;</span><span class="p">,</span> <span class="mi">150000</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Relative High Utility Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in seconds:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.sequentialPatternMining.basic.SPADE</li>
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+      </li>
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+             
+  <h1>Source code for PAMI.sequentialPatternMining.basic.SPADE</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SPADE is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="c1"># This program employs SPADE property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="c1"># This algorithm employs breadth-first search technique when 1-2 length patterns and depth-first search when above 3 length patterns to find the complete set of frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.sequentialPatternMining.basic.SPADE as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.SPADE(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             sequentialPatternMining = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.sequentialPatternMining.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">10000</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SPADE">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE">[docs]</a>
+<span class="k">class</span> <span class="nc">SPADE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sequentialPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+
+<span class="sd">        * SPADE is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="sd">        * This program employs SPADE property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="sd">        * This algorithm employs breadth-first search technique when 1-2 length patterns and depth-first serch when above 3 length patterns to find the complete set of frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   Mohammed J. Zaki. 2001. SPADE: An Efficient Algorithm for Mining Frequent Sequences. Mach. Learn. 42, 1-2 (January 2001), 31-60. DOI=10.1023/A:1007652502315 http://dx.doi.org/10.1023/A:1007652502315</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of  Sequential frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of  Sequential frequent patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    minSup measure constraints the minimum number of transactions in a database where a pattern must appear</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">            iFile : str</span>
+<span class="sd">                Input file name or path of the input file</span>
+<span class="sd">            oFile : str</span>
+<span class="sd">                Name of the output file or the path of output file</span>
+<span class="sd">            minSup: float or int or str</span>
+<span class="sd">                The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">                If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">                Otherwise, it will be treated as float.</span>
+<span class="sd">                Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">            sep : str</span>
+<span class="sd">                This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">                However, the users can override their default separator.</span>
+<span class="sd">            startTime:float</span>
+<span class="sd">                To record the start time of the mining process</span>
+<span class="sd">            endTime:float</span>
+<span class="sd">                To record the completion time of the mining process</span>
+<span class="sd">            finalPatterns: dict</span>
+<span class="sd">                Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">            memoryUSS : float</span>
+<span class="sd">                To store the total amount of USS memory consumed by the program</span>
+<span class="sd">            memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">            Database : list</span>
+<span class="sd">                To store the transactions of a database in list</span>
+<span class="sd">            _xLenDatabase: dict</span>
+<span class="sd">                To store the datas in different sequence separated by sequence, rownumber, length.</span>
+<span class="sd">            _xLenDatabaseSame : dict</span>
+<span class="sd">                To store the datas in same sequence separated by sequence, rownumber, length.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            startMine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">            getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">            savePatterns(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">            getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">            candidateToFrequent(candidateList)</span>
+<span class="sd">                Generates frequent patterns from the candidate patterns</span>
+<span class="sd">            frequentToCandidate(frequentList, length)</span>
+<span class="sd">                Generates candidate patterns from the frequent patterns</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 SPADE.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 SPADE.py sampleDB.txt patterns.txt 10.0</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.sequentialPatternMining.basic.SPADE as alg</span>
+
+<span class="sd">            obj = alg.SPADE(iFile, minSup)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            sequentialPatternMining = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+
+<span class="sd">              The complete program was written by Suzuki Shota under the supervision of Professor Rage  Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_xLenDatabase</span><span class="o">=</span><span class="p">{}</span>
+    <span class="n">_xLenDatabaseSame</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s2">&quot;tid&quot;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp2</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">addList</span><span class="o">=</span><span class="p">[]</span>
+            <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">temp2</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">==</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">addList</span><span class="p">)</span>
+                    <span class="n">addList</span><span class="o">=</span><span class="p">[]</span>
+                    <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">addList</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span> <span class="p">]</span>
+                            <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+
+                            <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                                <span class="n">k</span> <span class="o">=</span> <span class="o">-</span><span class="mi">2</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">()))))</span>
+
+                                <span class="k">else</span><span class="p">:</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seq</span><span class="p">)</span>
+
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+
+<div class="viewcode-block" id="SPADE.make1LenDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make1LenDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">make1LenDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">idDatabase</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">alreadyInData</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">lineNumber</span><span class="o">=</span><span class="mi">0</span>
+        <span class="n">alreadyInLine</span><span class="o">=</span><span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">seqNumber</span><span class="o">=</span><span class="mi">0</span>
+            <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+
+                <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">seq</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">alreadyInData</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">lineNumber</span> <span class="ow">in</span> <span class="n">alreadyInLine</span><span class="p">[</span><span class="n">data</span><span class="p">]:</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seqNumber</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seqNumber</span><span class="p">)</span>
+                            <span class="n">alreadyInLine</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lineNumber</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seqNumber</span><span class="p">)</span>
+                        <span class="n">alreadyInData</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+                        <span class="n">alreadyInLine</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="n">alreadyInLine</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lineNumber</span><span class="p">)</span>
+
+
+
+                <span class="n">seqNumber</span><span class="o">+=</span><span class="mi">1</span>
+            <span class="n">lineNumber</span><span class="o">+=</span><span class="mi">1</span>
+
+        <span class="n">newDatabase</span><span class="o">=</span><span class="p">{</span><span class="n">i</span> <span class="p">:</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">idDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">idDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">&lt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">newDatabase</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">=</span><span class="n">newDatabase</span></div>
+
+
+
+<div class="viewcode-block" id="SPADE.make2LenDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make2LenDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">make2LenDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make 2 length frequent patterns by joining two one length patterns by breadth-first search technique  and update xlen Database to sequential database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">keyList</span><span class="o">=</span><span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+        <span class="n">nextDatabase</span><span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:{}</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="n">nextDatabaseSame</span><span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:{}</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="n">keyNumber</span><span class="o">=-</span><span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key1</span> <span class="ow">in</span> <span class="n">keyList</span><span class="p">:</span>
+            <span class="n">keyNumber</span><span class="o">+=</span><span class="mi">1</span>
+            <span class="k">for</span> <span class="n">key2</span> <span class="ow">in</span> <span class="n">keyList</span><span class="p">[</span><span class="n">keyNumber</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">key1</span><span class="o">!=</span><span class="n">key2</span><span class="p">:</span>
+
+
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">&gt;=</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                        <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">key1</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="n">x</span><span class="o">=</span><span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                                <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                                <span class="n">x</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span><span class="o">&amp;</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                    <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">key1</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                                                    <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="mi">0</span>
+                            <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                                                    <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                            <span class="n">x</span><span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+                                <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">:</span>
+                            <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">[</span><span class="n">key2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="nb">tuple</span><span class="p">([</span><span class="n">i</span><span class="p">]):</span> <span class="p">{}</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="k">for</span> <span class="n">key1</span> <span class="ow">in</span> <span class="n">nextDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">key2</span> <span class="ow">in</span> <span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">((</span><span class="n">key1</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">key2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">))]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="nb">tuple</span><span class="p">([</span><span class="n">key1</span><span class="p">])][</span><span class="n">key2</span><span class="p">]</span><span class="o">=</span><span class="n">nextDatabase</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="nb">tuple</span><span class="p">([</span><span class="n">i</span><span class="p">]):</span> <span class="p">{}</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextDatabaseSame</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="k">for</span> <span class="n">key1</span> <span class="ow">in</span> <span class="n">nextDatabaseSame</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">key2</span> <span class="ow">in</span> <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">((</span><span class="n">key1</span><span class="p">,</span><span class="n">key2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">))]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="nb">tuple</span><span class="p">([</span><span class="n">key1</span><span class="p">])][</span><span class="n">key2</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="nb">tuple</span><span class="p">([</span><span class="n">key2</span><span class="p">])][</span><span class="n">key1</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span> <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextDatabaseSame</span><span class="p">[</span><span class="n">key1</span><span class="p">][</span><span class="n">key2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span></div>
+
+
+<div class="viewcode-block" id="SPADE.make3LenDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make3LenDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">make3LenDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To call each 2 length patterns to make 3 length frequent patterns depth-first search technique</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabaseSame</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.makexLenDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">makexLenDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">rowLen</span><span class="p">,</span> <span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">):</span>
+<span class="w">            </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            To make &quot;rowLen&quot; length frequent patterns from pattern which the latest word is in same seq  by joining &quot;rowLen&quot;-1 length patterns by depth-first search technique  and update xlenDatabase to sequential database</span>
+
+<span class="sd">            :param rowLen: row length of patterns.</span>
+<span class="sd">            :param bs : patterns without the latest one</span>
+<span class="sd">            :param latestWord : latest word of patterns</span>
+<span class="sd">            &quot;&quot;&quot;</span>
+            <span class="k">if</span> <span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+            <span class="k">for</span> <span class="n">latestWord2</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">latestWord</span> <span class="o">!=</span> <span class="n">latestWord2</span><span class="p">:</span>
+
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">&lt;=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                        <span class="nb">next</span><span class="o">=</span><span class="p">{}</span>
+                        <span class="n">next2</span><span class="o">=</span><span class="p">{}</span>
+                        <span class="n">nextSame</span><span class="o">=</span><span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">!=</span><span class="p">[]</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span><span class="o">!=</span><span class="p">[]:</span>
+                                    <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                            <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                        <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                                    <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                            <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                        <span class="n">next2</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                                    <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                        <span class="n">nextSame</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRow</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span><span class="n">latestWord</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span> <span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">nextbs</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">next2</span><span class="p">)</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRow</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">next2</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="n">next2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">next2</span> <span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextSame</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="p">,</span><span class="n">nextlste</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame3</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextSame</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">nextlste</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="n">nextSame</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextSame</span> <span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabaseSame</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">nextlste</span><span class="p">)</span>
+
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">next2</span> <span class="o">=</span> <span class="p">{}</span>
+                        <span class="n">nextSame</span> <span class="o">=</span> <span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]:</span>
+                                    <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                        <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                                    <span class="n">x</span><span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                        <span class="n">next2</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                                    <span class="n">x</span><span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span>
+                                            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+                                        <span class="n">nextSame</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span><span class="n">x</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRow</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span> <span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span> <span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">next2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRow</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">next2</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="n">next2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">next2</span> <span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextSame</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                            <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span><span class="p">,</span><span class="n">nextlate</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame3</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span><span class="n">latestWord</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">)</span>
+                            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">nextSame</span><span class="p">)</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">nextlate</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="n">nextSame</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">nextSame</span><span class="p">}</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabaseSame</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">nextlate</span><span class="p">)</span>
+
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="nb">next</span><span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">:</span>
+                            <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">1</span><span class="p">:]</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">nextRow</span><span class="p">,</span> <span class="n">nextbs</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRow</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span><span class="n">latestWord</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span> <span class="o">=</span><span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span> <span class="p">}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">bs</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">]:</span>
+                <span class="k">for</span> <span class="n">latestWord2</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">]:</span>
+
+
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">&lt;=</span> <span class="nb">len</span><span class="p">(</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                            <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+
+                            <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]:</span>
+                                        <span class="n">x</span><span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                            <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+
+                                <span class="n">nextRow</span> <span class="p">,</span><span class="n">nextbs</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span> <span class="p">}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+                            <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]</span> <span class="p">:</span>
+                                        <span class="n">x</span><span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                                         <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                            <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                                <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span> <span class="p">}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span><span class="n">latestWord</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.makexLenDatabaseSame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabaseSame">[docs]</a>
+    <span class="k">def</span> <span class="nf">makexLenDatabaseSame</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">rowLen</span><span class="p">,</span> <span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make 3 or more length frequent patterns from pattern which the latest word is in different seq  by depth-first search technique  and update xlenDatabase to sequential database</span>
+
+<span class="sd">        :param rowLen: row length of previous patterns.</span>
+<span class="sd">        :param bs : previous patterns without the latest one</span>
+<span class="sd">        :param latestWord : latest word of previous patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="n">bs</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">]:</span>
+            <span class="k">for</span> <span class="n">latestWord2</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">&lt;=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                    <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+
+                    <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]:</span>
+                                <span class="n">x</span><span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                             <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">nextRow</span> <span class="p">,</span><span class="n">nextbs</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span><span class="p">}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+
+                    <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="o">!=</span> <span class="p">[]:</span>
+                                <span class="n">x</span><span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">]</span> <span class="k">if</span>
+                                             <span class="n">i</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                        <span class="n">nextRow</span><span class="p">,</span><span class="n">nextbs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]:</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabase</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span><span class="p">}</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabase</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span><span class="n">nextbs</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">bs</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">]:</span>
+            <span class="k">for</span> <span class="n">latestWord2</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">latestWord2</span><span class="o">!=</span><span class="n">latestWord</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">&lt;=</span> <span class="nb">len</span><span class="p">(</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                        <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="n">x</span><span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+
+                                <span class="n">nextRow</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span><span class="n">nextLate</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame2</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">nextLate</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span><span class="p">}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabaseSame</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">nextLate</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="nb">next</span> <span class="o">=</span> <span class="p">{}</span>
+
+                        <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="k">if</span> <span class="n">seq</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                <span class="n">x</span><span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord</span><span class="p">][</span><span class="n">seq</span><span class="p">])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="p">][</span><span class="n">bs</span><span class="p">][</span><span class="n">latestWord2</span><span class="p">][</span><span class="n">seq</span><span class="p">])))</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                                    <span class="nb">next</span><span class="p">[</span><span class="n">seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+
+                                <span class="n">nextRow</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span><span class="n">nextLate</span><span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeNextRowSame2</span><span class="p">(</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">)</span>
+                                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                                    <span class="k">if</span> <span class="n">nextbs</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
+                                        <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">nextRow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">next</span><span class="p">)</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_xLenDatabaseSame</span><span class="p">[</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="n">nextbs</span><span class="p">][</span><span class="n">nextLate</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span><span class="nb">next</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">next</span><span class="p">}</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">makexLenDatabaseSame</span><span class="p">(</span><span class="n">rowLen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nextbs</span><span class="p">,</span> <span class="n">nextLate</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.makeNextRow">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRow">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNextRow</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make pattern row when two patterns have the latest word in different sequence</span>
+
+<span class="sd">        :param bs : previous pattern without the latest one</span>
+<span class="sd">        :param latestWord : latest word of one previous pattern</span>
+<span class="sd">        :param latestWord2 : latest word of other previous pattern</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">bs</span><span class="o">=</span><span class="n">bs</span><span class="o">+</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">latestWord</span><span class="p">)</span>
+        <span class="n">bs2</span><span class="o">=</span><span class="n">bs</span><span class="o">+</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bs2</span><span class="p">,</span><span class="n">bs</span></div>
+
+
+<div class="viewcode-block" id="SPADE.makeNextRowSame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNextRowSame</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make pattern row when one pattern have the latestWord1 in different sequence and other(latestWord2) in same</span>
+
+<span class="sd">        :param bs : previous pattern without the latest one</span>
+<span class="sd">        :param latestWord : latest word of one previous pattern in same sequence</span>
+<span class="sd">        :param latestWord2 : latest word of other previous pattern in different sequence</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">bs</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span>
+        <span class="n">x</span><span class="o">=</span><span class="mi">1</span>
+        <span class="n">x2</span><span class="o">=</span><span class="p">[</span><span class="n">latestWord</span><span class="p">,]</span>
+        <span class="k">while</span> <span class="n">bs</span><span class="p">:</span>
+            <span class="n">x</span><span class="o">=</span><span class="n">bs</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">x</span><span class="o">!=-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">x2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="n">x2</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">x2</span><span class="p">)))</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+            <span class="n">bs</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span><span class="o">+</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,)</span><span class="o">+</span><span class="nb">tuple</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">bs</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
+        <span class="n">bs2</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span><span class="o">+</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">latestWord2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bs2</span><span class="p">,</span><span class="n">bs</span></div>
+
+
+
+<div class="viewcode-block" id="SPADE.makeNextRowSame2">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame2">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNextRowSame2</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make pattern row when two patterns have the latest word in same sequence</span>
+
+<span class="sd">        :param bs : previous pattern without the latest one</span>
+<span class="sd">        :param latestWord : latest word of one previous pattern</span>
+<span class="sd">        :param latestWord2 : latest word of the other previous pattern</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">bs</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="n">x2</span> <span class="o">=</span> <span class="p">[</span><span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">]</span>
+        <span class="k">while</span> <span class="n">bs</span><span class="p">:</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">bs</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">x</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">x2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">break</span>
+        <span class="n">x2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">x2</span><span class="p">)))</span>
+        <span class="n">x3</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+            <span class="n">bs</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span><span class="o">+</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,)</span><span class="o">+</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">bs</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
+        <span class="n">bs2</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">bs</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="n">x3</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">bs2</span><span class="p">,</span> <span class="n">bs</span><span class="p">,</span> <span class="n">x3</span></div>
+
+
+
+<div class="viewcode-block" id="SPADE.makeNextRowSame3">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame3">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNextRowSame3</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">bs</span><span class="p">,</span> <span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make pattern row when two patterns have the latest word in different sequence and both latest word is in same sequence</span>
+
+<span class="sd">        :param bs : previous pattern without the latest one</span>
+<span class="sd">        :param latestWord : latest word of one previous pattern</span>
+<span class="sd">        :param latestWord2 : latest word of other previous pattern</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">({</span><span class="n">latestWord</span><span class="p">,</span> <span class="n">latestWord2</span><span class="p">}))</span>
+        <span class="n">x2</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+        <span class="n">x3</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+        <span class="n">bs</span> <span class="o">=</span> <span class="n">bs</span> <span class="o">+</span> <span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">x3</span><span class="p">)</span>
+        <span class="n">bs2</span> <span class="o">=</span> <span class="n">bs</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="p">,)</span>
+        <span class="k">return</span>  <span class="n">bs2</span><span class="p">,</span><span class="n">bs</span><span class="p">,</span><span class="n">x2</span></div>
+
+
+<div class="viewcode-block" id="SPADE.startMine">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make1LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make2LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make3LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sequential Frequent patterns were generated successfully using SPADE algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.Mine">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make1LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make2LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make3LenDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sequential Frequent patterns were generated successfully using SPADE algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SPADE.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SPADE.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="SPADE.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="SPADE.save">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPADE.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SPADE.printResults">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to prnt the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPADE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPADE</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPADE</span><span class="p">(</span><span class="s1">&#39;text3.txt&#39;</span> <span class="p">,</span><span class="mi">80</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/sequentialPatternMining/basic/SPAM.html b/sphinx/_build/html/_modules/PAMI/sequentialPatternMining/basic/SPAM.html
new file mode 100644
index 000000000..1d152de51
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.sequentialPatternMining.basic.SPAM</li>
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+             
+  <h1>Source code for PAMI.sequentialPatternMining.basic.SPAM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SPAM is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="c1"># This program employs SPAM property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="c1">#  This algorithm employs breadth-first search technique  to find the complete set of frequent patterns in a sequential database.</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.sequentialPatternMining.basic.SPAM as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.SPAM(iFile, minSup)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             sequentialPatternMining = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.sequentialPatternMining.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">10000</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SPAM">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM">[docs]</a>
+<span class="k">class</span> <span class="nc">SPAM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sequentialPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:    SPAM is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="sd">                     This program employs SPAM property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="sd">                     This algorithm employs breadth-first search technique  to find the complete set of frequent patterns in a sequential database.</span>
+
+<span class="sd">    :Reference:   J. Ayres, J. Gehrke, T.Yiu, and J. Flannick. Sequential Pattern Mining Using Bitmaps. In Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Edmonton, Alberta, Canada, July 2002.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of  Sequential frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of  Sequential frequent patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    minSup measure constraints the minimum number of transactions in a database where a pattern must appear</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">            iFile : str</span>
+<span class="sd">                Input file name or path of the input file</span>
+<span class="sd">            oFile : str</span>
+<span class="sd">                Name of the output file or the path of output file</span>
+<span class="sd">            minSup : float or int or str</span>
+<span class="sd">                The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">                If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">                Otherwise, it will be treated as float.</span>
+<span class="sd">                Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">            sep : str</span>
+<span class="sd">                This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">                However, the users can override their default separator.</span>
+<span class="sd">            startTime : float</span>
+<span class="sd">                To record the start time of the mining process</span>
+<span class="sd">            endTime : float</span>
+<span class="sd">                To record the completion time of the mining process</span>
+<span class="sd">            finalPatterns : dict</span>
+<span class="sd">                Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">            memoryUSS : float</span>
+<span class="sd">                To store the total amount of USS memory consumed by the program</span>
+<span class="sd">            memoryRSS : float</span>
+<span class="sd">                To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">            Database : list</span>
+<span class="sd">                To store the sequences of a database in list</span>
+<span class="sd">            _idDatabase : dict</span>
+<span class="sd">                To store the sequences of a database by bit map</span>
+<span class="sd">            _maxSeqLen:</span>
+<span class="sd">                the maximum length of subsequence in sequence.</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">            _creatingItemSets():</span>
+<span class="sd">                Storing the complete sequences of the database/input file in a database variable</span>
+<span class="sd">            _convert(value):</span>
+<span class="sd">                To convert the user specified minSup value</span>
+<span class="sd">            make2BitDatabase():</span>
+<span class="sd">                To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</span>
+<span class="sd">            DfsPruning(items,sStep,iStep):</span>
+<span class="sd">                the main algorithm of spam. This can search sstep and istep items and find next patterns, its sstep, and its istep. And call this function again by using them. Recursion until there are no more items available for exploration.</span>
+<span class="sd">            Sstep(s):</span>
+<span class="sd">                To convert bit to ssteo bit.The first time you get 1, you set it to 0 and subsequent ones to 1.(like 010101=&gt;001111, 00001001=&gt;00000111)</span>
+<span class="sd">            startMine()</span>
+<span class="sd">                Mining process will start from here</span>
+<span class="sd">            getPatterns()</span>
+<span class="sd">                Complete set of patterns will be retrieved with this function</span>
+<span class="sd">            savePatterns(oFile)</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">            getPatternsAsDataFrame()</span>
+<span class="sd">                Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">            getMemoryUSS()</span>
+<span class="sd">                Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getMemoryRSS()</span>
+<span class="sd">                Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">            getRuntime()</span>
+<span class="sd">                Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">            candidateToFrequent(candidateList)</span>
+<span class="sd">                Generates frequent patterns from the candidate patterns</span>
+<span class="sd">            frequentToCandidate(frequentList, length)</span>
+<span class="sd">                Generates candidate patterns from the frequent patterns</span>
+
+
+<span class="sd">    **Executing the code on terminal**:</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 SPAM.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; (&lt;separator&gt;)</span>
+
+<span class="sd">       Examples usage:</span>
+
+<span class="sd">       (.venv) $ python3 SPAM.py sampleDB.txt patterns.txt 10.0</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+
+<span class="sd">    **Sample run of the importing code**:</span>
+<span class="sd">    -------------------------------------</span>
+<span class="sd">            import PAMI.sequentialPatternMining.basic.SPAM as alg</span>
+
+<span class="sd">            obj = alg.SPAM(iFile, minSup)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            sequentialPatternMining = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits**:</span>
+<span class="sd">    ------------</span>
+<span class="sd">            The complete program was written by Shota Suzuki  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_idDatabase</span><span class="o">=</span><span class="p">{}</span>
+    <span class="n">_maxSeqLen</span><span class="o">=</span><span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete sequences of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s2">&quot;tid&quot;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp2</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">addList</span><span class="o">=</span><span class="p">[]</span>
+            <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">temp2</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">==</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">addList</span><span class="p">)</span>
+                    <span class="n">addList</span><span class="o">=</span><span class="p">[]</span>
+                    <span class="n">addList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">addList</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-1&#39;</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span> <span class="p">]</span>
+                            <span class="n">temp</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+
+                            <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                                <span class="n">k</span> <span class="o">=</span> <span class="o">-</span><span class="mi">2</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">()))))</span>
+
+                                <span class="k">else</span><span class="p">:</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seq</span><span class="p">)</span>
+
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+
+<div class="viewcode-block" id="SPAM.make2BitDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.make2BitDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">make2BitDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make 1 length frequent patterns by breadth-first search technique   and update Database to sequential database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxSeqLen</span><span class="o">=</span><span class="nb">max</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">])</span>
+        <span class="n">lineNumber</span><span class="o">=</span><span class="mi">0</span>
+        <span class="n">idDatabase</span><span class="o">=</span><span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">seqNumber</span><span class="o">=</span><span class="mi">1</span>
+            <span class="k">for</span> <span class="n">seq</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+
+                <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">seq</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">idDatabase</span><span class="p">:</span>
+                        <span class="k">while</span> <span class="n">lineNumber</span><span class="o">+</span><span class="mi">1</span><span class="o">!=</span><span class="nb">len</span><span class="p">(</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]):</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">+=</span><span class="nb">int</span><span class="p">(</span><span class="mi">2</span><span class="o">**</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxSeqLen</span><span class="o">-</span><span class="n">seqNumber</span><span class="p">))</span>
+
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="k">while</span> <span class="n">lineNumber</span><span class="o">+</span><span class="mi">1</span><span class="o">!=</span><span class="nb">len</span><span class="p">(</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]):</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                        <span class="n">idDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">][</span><span class="n">lineNumber</span><span class="p">]</span><span class="o">+=</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="mi">2</span> <span class="o">**</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxSeqLen</span><span class="o">-</span><span class="n">seqNumber</span><span class="p">)))</span>
+
+                <span class="n">seqNumber</span><span class="o">+=</span><span class="mi">1</span>
+            <span class="n">lineNumber</span><span class="o">+=</span><span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span><span class="n">val</span> <span class="ow">in</span> <span class="n">idDatabase</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+
+            <span class="n">sup</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">countSup</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
+            <span class="k">while</span> <span class="n">lineNumber</span><span class="o">+</span><span class="mi">1</span><span class="o">!=</span><span class="nb">len</span><span class="p">(</span><span class="n">idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]):</span>
+                            <span class="n">idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-2&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">sup</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span><span class="o">=</span><span class="n">val</span></div>
+
+
+<div class="viewcode-block" id="SPAM.DfsPruning">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.DfsPruning">[docs]</a>
+    <span class="k">def</span> <span class="nf">DfsPruning</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">items</span><span class="p">,</span><span class="n">sStep</span><span class="p">,</span><span class="n">iStep</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        the main algorithm of spam. This can search sstep and istep items and find next patterns, its sstep, and its istep. And call this function again by using them. Recursion until there are no more items available for exploration.</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">        items : str</span>
+<span class="sd">            The pattrens I got before</span>
+<span class="sd">        sStep : list</span>
+<span class="sd">            Items presumed to have &quot;sstep&quot; relationship with &quot;items&quot;.(sstep is What appears later like a-b and a-c)</span>
+<span class="sd">        iStep : list</span>
+<span class="sd">            Items presumed to have &quot;istep&quot; relationship with &quot;items&quot;(istep is What appears in same time like ab and ac)</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">Snext</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">Inext</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">ns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Sstep</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">items</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">sStep</span><span class="p">:</span>
+            <span class="n">nnext</span><span class="o">=</span><span class="p">[]</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span>  <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">items</span><span class="p">])):</span>
+                <span class="n">nandi</span><span class="o">=</span><span class="n">ns</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">k</span><span class="p">]</span>
+                <span class="n">nnext</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nandi</span><span class="p">)</span>
+
+
+            <span class="n">sup</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">countSup</span><span class="p">(</span><span class="n">nnext</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">key</span><span class="o">=</span><span class="n">items</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-1&quot;</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="n">i</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">key</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-1&quot;</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-2&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">sup</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">=</span><span class="n">nnext</span>
+                <span class="n">Snext</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">Snext</span><span class="p">:</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="n">items</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-1&quot;</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="n">i</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">DfsPruning</span><span class="p">(</span><span class="n">key</span><span class="p">,</span><span class="n">Snext</span><span class="p">,[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">Snext</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&lt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)])</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">iStep</span><span class="p">:</span>
+            <span class="n">nnext</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">items</span><span class="p">])):</span>
+                <span class="n">nandi</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">items</span><span class="p">][</span><span class="n">k</span><span class="p">]</span> <span class="o">&amp;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">k</span><span class="p">]</span>
+                <span class="n">nnext</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nandi</span><span class="p">)</span>
+            <span class="n">sup</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">countSup</span><span class="p">(</span><span class="n">nnext</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">key</span><span class="o">=</span><span class="n">items</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">key</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-1&quot;</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="o">+</span><span class="s2">&quot;-2&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">sup</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">=</span><span class="n">nnext</span>
+                <span class="n">Inext</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">Inext</span><span class="p">:</span>
+            <span class="n">key</span> <span class="o">=</span> <span class="n">items</span> <span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">DfsPruning</span><span class="p">(</span><span class="n">key</span><span class="p">,</span><span class="n">Snext</span><span class="p">,[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">Inext</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&lt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)])</span></div>
+
+
+<div class="viewcode-block" id="SPAM.Sstep">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.Sstep">[docs]</a>
+    <span class="k">def</span> <span class="nf">Sstep</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">s</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert bit to Sstep bit.The first time you get 1, you set it to 0 and subsequent ones to 1.(like 010101=&gt;001111, 00001001=&gt;00000111)</span>
+
+
+<span class="sd">        :param s:list</span>
+<span class="sd">            to store each bit sequence</span>
+<span class="sd">        :return:</span>
+<span class="sd">            nextS:list to store the bit sequence converted by sstep</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">nextS</span><span class="o">=</span><span class="p">[]</span>
+        <span class="k">for</span> <span class="n">bins</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
+            <span class="n">binS</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="n">bins</span><span class="p">))</span>
+
+
+            <span class="n">LenNum</span><span class="o">=</span><span class="mi">2</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">binS</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">binS</span><span class="p">[</span><span class="n">LenNum</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;1&quot;</span><span class="p">:</span>
+
+                    <span class="n">binS</span> <span class="o">=</span> <span class="n">binS</span><span class="p">[:</span><span class="n">LenNum</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;0&quot;</span> <span class="o">+</span> <span class="n">binS</span><span class="p">[</span><span class="n">LenNum</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+                    <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="n">binS</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="o">!=</span><span class="n">LenNum</span><span class="p">:</span>
+                        <span class="n">LenNum</span> <span class="o">+=</span> <span class="mi">1</span>
+                        <span class="n">binS</span> <span class="o">=</span> <span class="n">binS</span><span class="p">[:</span><span class="n">LenNum</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;1&quot;</span> <span class="o">+</span> <span class="n">binS</span><span class="p">[</span><span class="n">LenNum</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
+                    <span class="k">break</span>
+                <span class="n">LenNum</span><span class="o">+=</span><span class="mi">1</span>
+            <span class="n">nextS</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">binS</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+
+
+        <span class="k">return</span> <span class="n">nextS</span></div>
+
+
+<div class="viewcode-block" id="SPAM.countSup">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.countSup">[docs]</a>
+    <span class="k">def</span> <span class="nf">countSup</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">n</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        count support</span>
+
+<span class="sd">        :param n:list</span>
+<span class="sd">                to store each bit sequence</span>
+<span class="sd">        :return:</span>
+<span class="sd">            count: int support of this list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">count</span><span class="o">=</span><span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">n</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s2">&quot;1&quot;</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="nb">bin</span><span class="p">(</span><span class="n">i</span><span class="p">)):</span>
+                <span class="n">count</span><span class="o">+=</span><span class="mi">1</span>
+        <span class="k">return</span> <span class="n">count</span></div>
+
+
+<div class="viewcode-block" id="SPAM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">make2BitDatabase</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_idDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">x</span><span class="o">=</span><span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&lt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">j</span><span class="p">):</span>
+                    <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">DfsPruning</span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span><span class="n">x</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using Apriori algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPAM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SPAM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SPAM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="SPAM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="SPAM.save">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPAM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SPAM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPAM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPAM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html b/sphinx/_build/html/_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html
new file mode 100644
index 000000000..438443aca
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/sequentialPatternMining/basic/prefixSpan.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.sequentialPatternMining.basic.prefixSpan</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.sequentialPatternMining.basic.prefixSpan</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Prefix Span is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="c1"># This program employs Prefix Span property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="c1"># This algorithm employs depth-first search technique to find the complete set of frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.frequentPattern.basic.prefixSpan as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.prefixSpan(iFile, minSup,oFile,sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.sequentialPatternMining.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">copy</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">10000</span><span class="p">)</span>
+
+<div class="viewcode-block" id="prefixSpan">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan">[docs]</a>
+<span class="k">class</span> <span class="nc">prefixSpan</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sequentialPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+<span class="sd">        * Prefix Span is one of the fundamental algorithm to discover sequential frequent patterns in a transactional database.</span>
+<span class="sd">        * This program employs Prefix Span property (or downward closure property) to  reduce the search space effectively.</span>
+<span class="sd">        * This algorithm employs depth-first search technique to find the complete set of frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   J. Pei, J. Han, B. Mortazavi-Asl, J. Wang, H. Pinto, Q. Chen, U. Dayal, M. Hsu: Mining Sequential Patterns by Pattern-Growth: The PrefixSpan Approach. IEEE Trans. Knowl. Data Eng. 16(11): 1424-1440 (2004)</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Sequential frequent patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Sequential frequent patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    minSup measure constraints the minimum number of transactions in a database where a pattern must appear</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : str</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        oFile : str</span>
+<span class="sd">            Name of the output file or the path of output file</span>
+<span class="sd">        minSup : float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            Storing the complete set of patterns in a dictionary variable</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        savePatterns(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        candidateToFrequent(candidateList)</span>
+<span class="sd">            Generates frequent patterns from the candidate patterns</span>
+<span class="sd">        frequentToCandidate(frequentList, length)</span>
+<span class="sd">            Generates candidate patterns from the frequent patterns</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 prefixSpan.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 prefixSpan.py sampleDB.txt patterns.txt 10</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            import PAMI.frequentPattern.basic.prefixSpan as alg</span>
+
+<span class="sd">            obj = alg.prefixSpan(iFile, minSup)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+
+<span class="sd">              The complete program was written by Suzuki Shota under the supervision of Professor Rage  Uday Kiran.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_sepDatabase</span><span class="o">=</span><span class="p">{}</span>
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span> <span class="p">]</span>
+
+                            <span class="n">seq</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                                   <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">split</span><span class="p">()))):</span>
+                                       <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                                   <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+
+                                <span class="k">else</span><span class="p">:</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                                    <span class="n">seq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">seq</span><span class="p">)</span>
+
+
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+<div class="viewcode-block" id="prefixSpan.makeNext">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNext">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNext</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">sepDatabase</span><span class="p">,</span><span class="n">startrow</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get next pattern by adding head word to next sequence of startrow</span>
+
+<span class="sd">        :param sepDatabase: dict</span>
+<span class="sd">            what words and rows startrow have to add it.</span>
+<span class="sd">        :param startrow:</span>
+<span class="sd">            the patterns get before</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">head</span> <span class="ow">in</span> <span class="n">sepDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">newrow</span><span class="o">=</span><span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">startrow</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">newrow</span><span class="o">!=</span><span class="p">[]:</span>
+                    <span class="n">newrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                <span class="n">newrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                <span class="n">newrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span>
+                    <span class="n">give</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">give</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                    <span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">give</span><span class="p">)</span>
+                    <span class="n">newrow</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseSame</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">newrow</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span>
+                    <span class="n">give</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="n">give</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                    <span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">give</span><span class="p">)</span>
+                    <span class="n">newrow</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseSame</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">newrow</span><span class="p">)</span></div>
+
+
+
+
+<div class="viewcode-block" id="prefixSpan.makeSupDatabase">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSupDatabase">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeSupDatabase</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">database</span><span class="p">,</span><span class="n">head</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To delete not frequent words without words in the latest sequence</span>
+
+<span class="sd">        :param database: list</span>
+<span class="sd">            database of lines having same startrow and head word</span>
+<span class="sd">        :param head:list</span>
+<span class="sd">         words in the latest sequence</span>
+<span class="sd">        :return: changed database</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">supDatabase</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">alreadyInData</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">newDatabase</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">database</span><span class="p">:</span>
+            <span class="n">alreadyInLine</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">data</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadyInLine</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">data</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadyInData</span><span class="p">:</span>
+                            <span class="n">supDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">=</span><span class="mi">1</span>
+                            <span class="n">alreadyInData</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">supDatabase</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">+=</span><span class="mi">1</span>
+                        <span class="n">alreadyInLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">database</span><span class="p">:</span>
+                <span class="n">newLine</span><span class="o">=</span><span class="p">[]</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">supDatabase</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">head</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">newLine</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="p">(</span><span class="n">newLine</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">!=</span><span class="s2">&quot;:&quot;</span> <span class="ow">or</span> <span class="n">i</span><span class="o">!=</span><span class="s2">&quot;:&quot;</span><span class="p">):</span>
+                                <span class="n">newLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">newLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">newDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newLine</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">newDatabase</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.makeNextSame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNextSame">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeNextSame</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">sepDatabase</span><span class="p">,</span><span class="n">startrow</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         To get next pattern by adding head word to the latest sequence of startrow</span>
+
+<span class="sd">        :param sepDatabase: dict</span>
+<span class="sd">            what words and rows startrow have to add it</span>
+<span class="sd">        :param startrow:</span>
+<span class="sd">            the patterns get before</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">head</span> <span class="ow">in</span> <span class="n">sepDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span><span class="o">&gt;=</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">newrow</span> <span class="o">=</span> <span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="n">newrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                <span class="n">newrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="s2">&quot;:&quot;</span> <span class="ow">in</span> <span class="n">startrow</span><span class="p">:</span>
+                        <span class="n">give</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSameSeq</span><span class="p">(</span><span class="n">startrow</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">give</span> <span class="o">=</span> <span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                    <span class="n">give</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                    <span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">give</span><span class="p">)</span>
+                    <span class="n">newrow</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseSame</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">newrow</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span><span class="o">&gt;</span><span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">newrow</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="s2">&quot;:&quot;</span> <span class="ow">in</span> <span class="n">startrow</span><span class="p">:</span>
+                        <span class="n">give</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSameSeq</span><span class="p">(</span><span class="n">startrow</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">give</span> <span class="o">=</span> <span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                    <span class="n">give</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
+                    <span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">give</span><span class="p">)</span>
+                    <span class="n">newrow</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseSame</span><span class="p">(</span><span class="n">sepDatabase</span><span class="p">[</span><span class="n">head</span><span class="p">],</span> <span class="n">newrow</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="prefixSpan.makeSeqDatabaseFirst">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseFirst">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeSeqDatabaseFirst</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">database</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make 1 length sequence dataset list which start from same word. It was stored only 1 from 1 line.</span>
+
+<span class="sd">        :param database:</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">startrow</span><span class="o">=</span><span class="p">[]</span>
+        <span class="n">seqDatabase</span><span class="o">=</span><span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">database</span><span class="p">:</span>
+            <span class="n">alreadyInLine</span><span class="o">=</span><span class="p">[]</span>
+            <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadyInLine</span> <span class="ow">and</span> <span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]</span><span class="o">!=</span><span class="s2">&quot;:&quot;</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">seqDatabase</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="n">seqDatabase</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]]</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="n">seqDatabase</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span>
+                        <span class="n">alreadyInLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">])</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">seqDatabase</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span>
+                        <span class="n">alreadyInLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">data</span><span class="p">])</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">seqDatabase</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">makeNext</span><span class="p">(</span><span class="n">seqDatabase</span><span class="p">,</span><span class="n">startrow</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.serchSame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.serchSame">[docs]</a>
+    <span class="k">def</span> <span class="nf">serchSame</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">database</span><span class="p">,</span><span class="n">startrow</span><span class="p">,</span><span class="n">give</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get 2 or more length patterns in same sequence.</span>
+
+<span class="sd">        :param database: list</span>
+<span class="sd">            To store the transactions of a database in list which have same startrow and head word</span>
+<span class="sd">        :param startrow: list</span>
+<span class="sd">            the patterns get before</span>
+<span class="sd">        :param give: list</span>
+<span class="sd">            the word in the latest sequence of startrow</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">sepDatabaseSame</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">sepDatabaseSame</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span><span class="o">=</span><span class="p">[]</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">database</span><span class="p">:</span>
+            <span class="n">addLine</span><span class="o">=</span><span class="mi">0</span>
+            <span class="n">i</span><span class="o">=</span><span class="mi">0</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                <span class="k">while</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">!=</span><span class="s2">&quot;:&quot;</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">==</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                        <span class="n">sepDatabaseSame</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span>
+                        <span class="n">addLine</span><span class="o">=</span><span class="mi">1</span>
+                        <span class="k">break</span>
+                    <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
+                <span class="k">if</span> <span class="n">addLine</span><span class="o">!=</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">ok</span><span class="o">=</span><span class="p">[]</span>
+                    <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span><span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">==</span><span class="s2">&quot;:&quot;</span><span class="p">:</span>
+                            <span class="n">ok</span><span class="o">=</span><span class="p">[]</span>
+                        <span class="k">elif</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">==</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                            <span class="n">ok</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;sk1&quot;</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">give</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">x</span><span class="o">==</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                                <span class="n">ok</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ok</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">give</span><span class="p">):</span>
+                            <span class="n">sepDatabaseSame</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span>
+                            <span class="k">break</span>
+                        <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
+        <span class="n">startrow2</span><span class="o">=</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+        <span class="n">startrow</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">startrow</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">makeNextSame</span><span class="p">(</span><span class="n">sepDatabaseSame</span><span class="p">,</span><span class="n">startrow2</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">startrow</span><span class="p">)]</span><span class="o">&lt;</span><span class="nb">len</span><span class="p">(</span><span class="n">sepDatabaseSame</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">]]):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">makeNextSame</span><span class="p">(</span><span class="n">sepDatabaseSame</span><span class="p">,</span><span class="n">startrow2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">sepDatabaseSame</span><span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">]]</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getSameSeq">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getSameSeq">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSameSeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">startrow</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">         To get words in the latest sequence</span>
+<span class="sd">        :param startrow: the patterns get before</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">give</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">newrow</span> <span class="o">=</span> <span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">while</span> <span class="n">newrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;:&quot;</span><span class="p">:</span>
+            <span class="n">y</span> <span class="o">=</span> <span class="n">newrow</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+            <span class="n">give</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">give</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.makeSeqDatabaseSame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseSame">[docs]</a>
+    <span class="k">def</span> <span class="nf">makeSeqDatabaseSame</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">database</span><span class="p">,</span><span class="n">startrow</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To make sequence dataset list which start from same word(head). It was stored only 1 from 1 line.</span>
+<span class="sd">        And it separated by having head in the latest sequence of startrow or not.</span>
+
+<span class="sd">        :param database:</span>
+<span class="sd">                To store the transactions of a database in list</span>
+<span class="sd">        :param startrow: the patterns get before</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">seqDatabase</span><span class="o">=</span><span class="p">{}</span>
+        <span class="n">seqDatabaseSame</span><span class="o">=</span><span class="p">{}</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">database</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
+                <span class="n">alreadyInLine</span><span class="o">=</span><span class="p">[]</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">while</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;:&quot;</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">seqDatabaseSame</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="s2">&quot;:&quot;</span> <span class="ow">in</span> <span class="n">startrow</span><span class="p">:</span>
+                                <span class="n">give</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">getSameSeq</span><span class="p">(</span><span class="n">startrow</span><span class="p">)</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">give</span><span class="o">=</span><span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                            <span class="n">newrow</span><span class="o">=</span> <span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                            <span class="n">seqDatabaseSame</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">serchSame</span><span class="p">(</span><span class="n">database</span><span class="p">,</span> <span class="n">newrow</span><span class="p">,</span><span class="n">give</span><span class="p">)</span>
+
+                        <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">same</span><span class="o">=</span><span class="mi">0</span>
+                <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="n">line</span><span class="p">)</span><span class="o">&gt;</span><span class="n">i</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">!=</span><span class="s2">&quot;:&quot;</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadyInLine</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">seqDatabase</span><span class="p">:</span>
+                                <span class="n">seqDatabase</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">=</span><span class="p">[]</span>
+                            <span class="n">seqDatabase</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:])</span>
+                            <span class="n">alreadyInLine</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                        <span class="k">if</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">==</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                            <span class="n">same</span><span class="o">=</span><span class="mi">1</span>
+
+                        <span class="k">elif</span> <span class="n">same</span><span class="o">==</span><span class="mi">1</span> <span class="ow">and</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">seqDatabaseSame</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="s2">&quot;:&quot;</span> <span class="ow">in</span> <span class="n">startrow</span><span class="p">:</span>
+                                <span class="n">give</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">getSameSeq</span><span class="p">(</span><span class="n">startrow</span><span class="p">)</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">give</span><span class="o">=</span><span class="n">startrow</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                            <span class="n">newrow</span><span class="o">=</span> <span class="p">[</span><span class="n">startrow</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                            <span class="n">seqDatabaseSame</span><span class="p">[</span><span class="n">line</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">serchSame</span><span class="p">(</span><span class="n">database</span><span class="p">,</span> <span class="n">newrow</span><span class="p">,</span><span class="n">give</span><span class="p">)</span>
+
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">same</span><span class="o">=</span><span class="mi">0</span>
+                    <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
+
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">seqDatabase</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">makeNext</span><span class="p">(</span><span class="n">seqDatabase</span><span class="p">,</span><span class="n">startrow</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">seqDatabaseSame</span><span class="p">)</span><span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">makeNextSame</span><span class="p">(</span><span class="n">seqDatabaseSame</span><span class="p">,</span><span class="n">startrow</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.startMine">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseFirst</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using prefixSpan algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.Mine">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.Mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">Mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">makeSupDatabase</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">makeSeqDatabaseFirst</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Frequent patterns were generated successfully using prefixSpan algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.save">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">pattern</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
+            <span class="n">x</span><span class="o">=</span><span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">&quot;[\[&#39;\]]&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">,</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">):</span>
+                
+                <span class="n">pattern</span><span class="o">=</span><span class="n">pattern</span><span class="o">+</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">pattern</span>  <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="prefixSpan.printResults">
+<a class="viewcode-back" href="../../../../PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">prefixSpan</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">prefixSpan</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">prefixSpan</span><span class="p">(</span><span class="s1">&#39;retail.txt&#39;</span><span class="p">,</span><span class="mi">1000</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;priOut2.txt&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html b/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html
new file mode 100644
index 000000000..247fc1ec6
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html
@@ -0,0 +1,598 @@
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.stablePeriodicFrequentPattern.basic.SPPEclat</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Stable periodic pattern mining aims to discover all interesting patterns in a temporal database using three constraints minimum support,</span>
+<span class="c1"># maximum period and maximum liability, that have support no less than the user-specified minimum support  constraint and liability no</span>
+<span class="c1"># greater than maximum liability.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.stablePeriodicFrequentPattern.basic import basic as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.SPPEclat(&quot;../basic/sampleTDB.txt&quot;, 5, 3, 3)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Stable Periodic Frequent Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(&quot;patterns&quot;)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.stablePeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<div class="viewcode-block" id="SPPEclat">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat">[docs]</a>
+<span class="k">class</span> <span class="nc">SPPEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_stablePeriodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   Stable periodic pattern mining aims to dicover all interesting patterns in a temporal database using three contraints minimum support,</span>
+<span class="sd">                    maximum period and maximum lability, that have support no less than the user-specified minimum support  constraint and lability no</span>
+<span class="sd">                    greater than maximum lability.</span>
+
+<span class="sd">    :Reference:   Fournier-Viger, P., Yang, P., Lin, J. C.-W., Kiran, U. (2019). Discovering Stable Periodic-Frequent Patterns in Transactional Data. Proc.</span>
+<span class="sd">                  32nd Intern. Conf. on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA AIE 2019), Springer LNAI, pp. 230-244</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of stable periodic Frequent Pattern.</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of stable periodic Frequent Pattern.</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">                    If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">                    Otherwise, it will be treated as float.</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  itemSup: int or float :</span>
+<span class="sd">                    Frequency of an item</span>
+<span class="sd">    :param maxLa: float :</span>
+<span class="sd">                  minimum loss of a pattern</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                 This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        maxLa : int or float or str</span>
+<span class="sd">            The user can specify maxLa either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxLa is integer, then it treats maxLa is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxLa=10 will be treated as integer, while maxLa=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            it represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+<span class="sd">        tidList : dict</span>
+<span class="sd">            stores the timestamps of an item</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scan the database and store the items with their timestamps which are periodic frequent</span>
+<span class="sd">        calculateLa()</span>
+<span class="sd">            Calculates the support and period for a list of timestamps.</span>
+<span class="sd">        Generation()</span>
+<span class="sd">            Used to implement prefix class equivalence method to generate the periodic patterns recursively</span>
+
+
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -----------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt; &lt;maxLa&gt;</span>
+
+<span class="sd">       Example usage:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py sampleDB.txt patterns.txt 10.0 4.0 2.0</span>
+
+
+<span class="sd">               .. note:: constraints will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ---------------------------------------------------</span>
+<span class="sd">    ... code-block:: python</span>
+
+<span class="sd">                    from PAMI.stablePeriodicFrequentPattern.basic import basic as alg</span>
+
+<span class="sd">                    obj = alg.PFPECLAT(&quot;../basic/sampleTDB.txt&quot;, 5, 3, 3)</span>
+
+<span class="sd">                    obj.startMine()</span>
+
+<span class="sd">                    Patterns = obj.getPatterns()</span>
+
+<span class="sd">                    print(&quot;Total number of Stable Periodic Frequent Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">                    obj.save(&quot;patterns&quot;)</span>
+
+<span class="sd">                    Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                    memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                    print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                    memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                    print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                    run = obj.getRuntime()</span>
+
+<span class="sd">                    print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">             The complete program was written by  P.Likhitha under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">       &quot;&quot;&quot;</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxLa</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_itemList</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_last</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_tsList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">maxPer</span><span class="p">,</span> <span class="n">maxLa</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="o">=</span> <span class="n">inputFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="n">minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="n">maxPer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="o">=</span> <span class="n">maxLa</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sep</span> <span class="o">=</span> <span class="n">sep</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemsets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Patterns&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_createSPPList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the single length stable periodic patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tidLast</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">la</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">:</span>
+                    <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ts</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+                    <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">tidLast</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
+                <span class="n">tidLast</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">ts</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_last</span> <span class="o">=</span> <span class="n">ts</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">:</span>
+            <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_last</span> <span class="o">-</span> <span class="n">tidLast</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">),</span> <span class="nb">set</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="nf">_Generation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">GPPFList</span><span class="p">,</span> <span class="n">CP</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the patterns using depth-first search</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">GPPFList</span><span class="p">)):</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">GPPFList</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">CP1</span> <span class="o">=</span> <span class="n">CP</span> <span class="o">|</span> <span class="p">{</span><span class="n">item</span><span class="p">}</span>
+            <span class="k">if</span> <span class="n">CP</span> <span class="o">!=</span> <span class="nb">set</span><span class="p">():</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP1</span><span class="p">)]</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP</span><span class="p">)])</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="n">item</span><span class="p">]))</span>
+            <span class="n">la</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculateLa</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP1</span><span class="p">)])</span>
+            <span class="n">support</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP1</span><span class="p">)])</span>
+            <span class="k">if</span> <span class="n">la</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tsList</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP1</span><span class="p">)])</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="c1">#CP = CP1</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">CP1</span><span class="p">)]</span> <span class="o">=</span> <span class="p">[</span><span class="n">support</span><span class="p">,</span> <span class="n">la</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">GPPFList</span><span class="p">):</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Generation</span><span class="p">(</span><span class="n">GPPFList</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:],</span> <span class="n">CP1</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_calculateLa</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tsList</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the liability of a patterns based on its timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">previous</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">la</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tsList</span><span class="p">)</span>
+        <span class="n">laList</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">:</span>
+            <span class="n">la</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span> <span class="o">+</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">previous</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+            <span class="n">laList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">la</span><span class="p">)</span>
+            <span class="n">previous</span> <span class="o">=</span> <span class="n">ts</span>
+            
+        <span class="n">la</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_last</span> <span class="o">-</span> <span class="n">previous</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">laList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">la</span><span class="p">)</span>
+        <span class="n">maxla</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">laList</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">maxla</span>
+
+<div class="viewcode-block" id="SPPEclat.startMine">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Method to start the mining of patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.mine">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Method to start the mining of patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemsets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="c1">#print(self._minSup, self._maxPer, self._maxLa)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_createSPPList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Stable Periodic Frequent patterns were generated successfully using basic algorithm &quot;</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="SPPEclat.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to return the set of stable periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning stable periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.save">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SPPEclat.printResults">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Stable Periodic  Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPPEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SPPEclat</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
+  <div role="contentinfo">
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diff --git a/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html b/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html
new file mode 100644
index 000000000..10510da31
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+++ b/sphinx/_build/html/_modules/PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.stablePeriodicFrequentPattern.topK.TSPIN</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.stablePeriodicFrequentPattern.topK.TSPIN</h1><div class="highlight"><pre>
+<span></span><span class="c1"># TSPIN is an algorithm to discover top stable periodic-frequent patterns in a transactional database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#     from PAMI.stablePeriodicFrequentPattern.basic import TSPIN as alg</span>
+<span class="c1">#</span>
+<span class="c1">#     obj = alg.TSPIN(iFile, maxPer, maxLa, k)</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#     stablePeriodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(stablePeriodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#     obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#     Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#     memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#     run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#     print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.stablePeriodicFrequentPattern.topK</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span>
+
+
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_maxLa</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_k</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_last</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A class used to represent the node of stablePeriodicFrequentPatternTree</span>
+
+<span class="sd">        :Attributes:</span>
+
+<span class="sd">            item : int or None</span>
+<span class="sd">                Storing item of a node</span>
+<span class="sd">            timeStamps : list</span>
+<span class="sd">                To maintain the timestamps of a database at the end of the branch</span>
+<span class="sd">            parent : node</span>
+<span class="sd">                To maintain the parent of every node</span>
+<span class="sd">            children : list</span>
+<span class="sd">                To maintain the children of a node</span>
+
+<span class="sd">        :Methods:</span>
+
+<span class="sd">            addChild(itemName)</span>
+<span class="sd">                Storing the children to their respective parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children to a node</span>
+
+<span class="sd">        :param node: parent node in the tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the stablePeriodic frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            Stores the support of the items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransactions(Database)</span>
+<span class="sd">            Creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            Generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransaction(prefixPaths,Support)</span>
+<span class="sd">            Takes the prefixPath of a node and support at child of the path and extract the frequent patterns from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            Removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            Starts from the root node of the tree and mines the periodic-frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into tree</span>
+
+<span class="sd">        :param transaction: To represent the complete database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: To represent the timestamp of a database</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: pfp-growth tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of a respective node</span>
+
+<span class="sd">        :param alpha: To represent a Node in the tree</span>
+<span class="sd">        :type alpha: Node</span>
+<span class="sd">        :return: A tuple consisting of finalPatterns, conditional pattern base and information</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalDatabases</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timestamps of a node</span>
+
+<span class="sd">        :param node: A node in the tree</span>
+<span class="sd">        :return: Timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue: To represent a node in the tree</span>
+<span class="sd">        :type nodeValue: node</span>
+<span class="sd">        :return: Tree with their nodes updated with timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get all the timestamps of the nodes which share same item name</span>
+
+<span class="sd">        :param alpha: Node in a tree</span>
+<span class="sd">        :return: Timestamps of a  node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_last</span>
+        <span class="n">previous</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">la</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">tsList</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ts</span> <span class="ow">in</span> <span class="n">tsList</span><span class="p">:</span>
+            <span class="n">la</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span> <span class="o">+</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">previous</span> <span class="o">-</span> <span class="n">_maxPer</span><span class="p">)</span>
+            <span class="n">previous</span> <span class="o">=</span> <span class="n">ts</span>
+        <span class="n">la</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span> <span class="o">+</span> <span class="n">_last</span> <span class="o">-</span> <span class="n">previous</span> <span class="o">-</span> <span class="n">_maxPer</span><span class="p">)</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">),</span> <span class="n">la</span>
+
+    <span class="k">def</span> <span class="nf">conditionalDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic-frequent items</span>
+
+<span class="sd">        :param conditionalPatterns: conditionalPatterns generated from conditionPattern method of a respective node</span>
+<span class="sd">        :type conditionalPatterns: list</span>
+<span class="sd">        :param conditionalTimeStamps: Represents the timestamps of a conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps: list</span>
+<span class="sd">        :returns: Returns conditional transactions by removing non-periodic and non-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxLa</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">Qk</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix: Forms the combination of items</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :returns: yields patterns with their support and periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_k</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">Qk</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">Qk</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">_k</span><span class="p">:</span>
+                <span class="n">minSup</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">Qk</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">Qk</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">_k</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">Qk</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+                <span class="n">res</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">Qk</span> <span class="k">if</span> <span class="n">Qk</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">==</span> <span class="n">temp</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">res</span><span class="p">:</span>
+                    <span class="n">Qk</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">minSup</span><span class="p">,</span> <span class="n">pattern</span><span class="p">,</span> <span class="n">Qk</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TSPIN">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN">[docs]</a>
+<span class="k">class</span> <span class="nc">TSPIN</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_stablePeriodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:   TSPIN is an algorithm to discover top stable periodic-frequent patterns in a transactional database.</span>
+
+<span class="sd">    :Reference:   Fournier-Viger, P., Wang, Y., Yang, P. et al. TSPIN: mining top-k stable periodic patterns.</span>
+<span class="sd">                  Appl Intell 52, 6917–6938 (2022). https://doi.org/10.1007/s10489-020-02181-6</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of frequent pattern&#39;s</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of frequent patterns</span>
+<span class="sd">    :param  maxPer: float:</span>
+<span class="sd">                   Maximum number of frequent patterns to be included in the output file.</span>
+<span class="sd">    :param  maxLa: str:</span>
+<span class="sd">                   Maximum number of frequent patterns to be included in the output file.</span>
+
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        maxPer : int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        maxLa : int or float or str</span>
+<span class="sd">            The user can specify maxLa either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxLa is integer, then it treats maxLa is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxLa=10 will be treated as integer, while maxLa=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime : float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime : float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from database</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    ------------------------------------------</span>
+<span class="sd">            Format:</span>
+<span class="sd">                      &gt;&gt;&gt;   python3 TSPIN.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;maxPer&gt; &lt;maxLa&gt;</span>
+
+<span class="sd">            Example:</span>
+<span class="sd">                      &gt;&gt;&gt;  python3 TSPIN.py sampleTDB.txt patterns.txt 0.3 0.4 0.6</span>
+
+<span class="sd">                      .. note:: maxPer, maxLa and k will be considered in percentage of database transactions</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">                from PAMI.stablePeriodicFrequentPattern.basic import TSPIN as alg</span>
+
+<span class="sd">                obj = alg.TSPIN(iFile, maxPer, maxLa, k)</span>
+
+<span class="sd">                obj.startMine()</span>
+
+<span class="sd">                stablePeriodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">                print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(stablePeriodicFrequentPatterns))</span>
+
+<span class="sd">                obj.savePatterns(oFile)</span>
+
+<span class="sd">                Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">                memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">                memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">                print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">                run = obj.getRuntime()</span>
+
+<span class="sd">                print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ---------------</span>
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxLa</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_k</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankedUp</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="n">tr</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculates the support of each item in the database and assign ranks to the items by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :returns: return the one-length periodic frequent patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_last</span>
+        <span class="n">tidLast</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">la</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">transaction</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">ts</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">transaction</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">:</span>
+                    <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ts</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+                    <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+</span> <span class="n">ts</span> <span class="o">-</span> <span class="n">tidLast</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
+                <span class="n">tidLast</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">ts</span>
+            <span class="n">_last</span> <span class="o">=</span> <span class="n">ts</span>
+        <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">:</span>
+            <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">+</span> <span class="n">_last</span> <span class="o">-</span> <span class="n">tidLast</span><span class="p">[</span><span class="n">item</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">la</span><span class="p">[</span><span class="n">item</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="p">[</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SPPList</span>
+        <span class="n">pfList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">pfList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">data</span><span class="p">,</span> <span class="n">pfList</span>
+
+    <span class="k">def</span> <span class="nf">_updateDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from database and updates the database with rank of items</span>
+
+<span class="sd">        :param dict1: frequent items with support</span>
+<span class="sd">        :type dict1: dictionary</span>
+<span class="sd">        :return: Sorted and updated transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the database and support of each item and construct the main tree by setting root node as a null</span>
+
+<span class="sd">        :param data: it represents the one Database in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info: dictionary</span>
+<span class="sd">        :return: returns root node of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the ranks of items in to their original item names</span>
+
+<span class="sd">        :param itemSet: frequent pattern.</span>
+<span class="sd">        :return: frequent pattern with original item names</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">t1</span> <span class="o">=</span> <span class="n">t1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+        <span class="k">return</span> <span class="n">t1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+<div class="viewcode-block" id="TSPIN.startMine">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Mining process will start from this function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_maxLa</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_k</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">)</span>
+        <span class="n">_maxLa</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_k</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_k</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxLa</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the minSup in range between 0 to 1&quot;</span><span class="p">)</span>
+        <span class="n">generatedItems</span><span class="p">,</span> <span class="n">pfList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedDatabases</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateDatabases</span><span class="p">(</span><span class="n">generatedItems</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankedUp</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">generatedItems</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedDatabases</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="p">[],</span> <span class="n">patterns</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">patterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">sample</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Top-K Stable Periodic patterns were generated successfully using TSPIN algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final periodic-frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.save">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of periodic-frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of periodic-frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning periodic-frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="TSPIN.printResults">
+<a class="viewcode-back" href="../../../../PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Periodic Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">TSPIN</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">TSPIN</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">TSPIN</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/SPP_sample.txt&#39;</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">_Database</span><span class="p">))</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">_Patterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/output.txt&#39;</span><span class="p">)</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+             
+  <h1>Source code for PAMI.subgraphMining.basic.dfsCode</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">pickle</span>
+
+<div class="viewcode-block" id="DFSCode">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode">[docs]</a>
+<span class="k">class</span> <span class="nc">DFSCode</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span> <span class="o">=</span> <span class="p">[]</span>  
+        <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span> <span class="o">=</span> <span class="p">[]</span>
+
+<div class="viewcode-block" id="DFSCode.copy">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.copy">[docs]</a>
+    <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">pickle</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">pickle</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.notPreOfRm">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.notPreOfRm">[docs]</a>
+    <span class="k">def</span> <span class="nf">notPreOfRm</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function checks if a given value is not the second-to-last element on the</span>
+<span class="sd">        `rightMostPath` given a vertex.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="n">v</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.getAllVLabels">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAllVLabels">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllVLabels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function retrieves all vertex labels from the extended edge list and returns them in a list.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">vertexMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v1Label</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel1</span><span class="p">()</span>
+            <span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel2</span><span class="p">()</span>
+            <span class="n">vertexMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span> <span class="o">=</span> <span class="n">v1Label</span>
+            <span class="n">vertexMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">v2Label</span>
+        
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">while</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">vertexMap</span><span class="p">:</span>
+            <span class="n">labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">vertexMap</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">labels</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.add">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.add">[docs]</a>
+    <span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ee</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `add` function in adds elements to the EE list while updating the rightmost element and path</span>
+<span class="sd">        based on certain conditions.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">v1</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="n">v2</span>
+                <span class="k">while</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">v1</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ee</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.getAt">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAt">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAt</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">[</span><span class="n">index</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.onRightMostPath">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.onRightMostPath">[docs]</a>
+    <span class="k">def</span> <span class="nf">onRightMostPath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.containEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.containEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">containEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">()</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span> <span class="o">==</span> <span class="n">v2</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">()</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span> <span class="o">==</span> <span class="n">v1</span><span class="p">):</span>
+                <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.isEmpty">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.isEmpty">[docs]</a>
+    <span class="k">def</span> <span class="nf">isEmpty</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.getRightMost">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMost">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRightMost</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.getRightMostPath">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMostPath">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRightMostPath</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span></div>
+
+
+<div class="viewcode-block" id="DFSCode.getEeList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getEeList">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEeList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="s2">&quot;DFSCode: &quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">ee</span><span class="p">)</span> <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">)</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/edge.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/edge.html
new file mode 100644
index 000000000..2616d55d7
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/edge.html
@@ -0,0 +1,136 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.basic.edge &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../../index.html" class="icon icon-home">
+            PAMI
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.edge</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.edge</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="Edge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">Edge</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">edgeLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">=</span> <span class="n">v1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">=</span> <span class="n">v2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edgeLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hashcode</span> <span class="o">=</span> <span class="p">(</span><span class="n">v1</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">+</span> <span class="p">(</span><span class="n">v2</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">10</span> <span class="o">+</span> <span class="n">edgeLabel</span>
+
+<div class="viewcode-block" id="Edge.another">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.another">[docs]</a>
+    <span class="k">def</span> <span class="nf">another</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="k">if</span> <span class="n">v</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span></div>
+
+
+<div class="viewcode-block" id="Edge.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hashcode</span>
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Edge</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hashcode</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">hashcode</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v1</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;Edge(v1: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2">, v2: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2">, Label: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">)&quot;</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/extendedEdge.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/extendedEdge.html
new file mode 100644
index 000000000..6b49ed35a
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/extendedEdge.html
@@ -0,0 +1,210 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.basic.extendedEdge &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../../index.html" class="icon icon-home">
+            PAMI
+          </a>
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+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.extendedEdge</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.extendedEdge</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="ExtendedEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">ExtendedEdge</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">vLabel1</span><span class="p">,</span> <span class="n">vLabel2</span><span class="p">,</span> <span class="n">edgeLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">=</span> <span class="n">v1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">=</span> <span class="n">v2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">=</span> <span class="n">vLabel1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">=</span> <span class="n">vLabel2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edgeLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hashcode</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">v1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">v2</span><span class="p">)</span> <span class="o">*</span> <span class="mi">50</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">vLabel1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">30</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">vLabel2</span><span class="p">)</span> <span class="o">*</span> <span class="mi">20</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">edgeLabel</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ExtendedEdge.smallerThan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThan">[docs]</a>
+    <span class="k">def</span> <span class="nf">smallerThan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">that</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">that</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+        <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v2</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pairSmallerThan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">elif</span> <span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">)</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span> <span class="ow">and</span>
+                     <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span></div>
+
+
+  
+<div class="viewcode-block" id="ExtendedEdge.smallerThanOriginal">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThanOriginal">[docs]</a>
+    <span class="k">def</span> <span class="nf">smallerThanOriginal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">that</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">that</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+        <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v2</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pairSmallerThan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">elif</span> <span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="ow">and</span>
+                     <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="ExtendedEdge.pairSmallerThan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.pairSmallerThan">[docs]</a>
+    <span class="k">def</span> <span class="nf">pairSmallerThan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+        <span class="n">xForward</span> <span class="o">=</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">x2</span>
+        <span class="n">yForward</span> <span class="o">=</span> <span class="n">y1</span> <span class="o">&lt;</span> <span class="n">y2</span>
+
+        <span class="k">if</span> <span class="n">xForward</span> <span class="ow">and</span> <span class="n">yForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x2</span> <span class="o">&lt;</span> <span class="n">y2</span> <span class="ow">or</span> <span class="p">(</span><span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span> <span class="ow">and</span> <span class="n">x1</span> <span class="o">&gt;</span> <span class="n">y1</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="n">xForward</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">yForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">y1</span> <span class="ow">or</span> <span class="p">(</span><span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">&lt;</span> <span class="n">y2</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">xForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x2</span> <span class="o">&lt;=</span> <span class="n">y1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">y2</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hashcode</span>
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">ExtendedEdge</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">vLabel2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;&lt;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">&gt;&quot;</span>
+
+<div class="viewcode-block" id="ExtendedEdge.getV1">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV1">[docs]</a>
+    <span class="k">def</span> <span class="nf">getV1</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getV2">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV2">[docs]</a>
+    <span class="k">def</span> <span class="nf">getV2</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getVLabel1">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel1">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel1</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getVLabel2">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel2">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel2</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+          SphinxRtdTheme.Navigation.enable(true);
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\ No newline at end of file
diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/frequentSubgraph.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/frequentSubgraph.html
new file mode 100644
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--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/frequentSubgraph.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.frequentSubgraph</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.frequentSubgraph</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="FrequentSubgraph">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.frequentSubgraph.FrequentSubgraph">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">FrequentSubgraph</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dfsCode</span><span class="p">,</span> <span class="n">setOfGraphsIds</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dfsCode</span> <span class="o">=</span> <span class="n">dfsCode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">setOfGraphsIds</span> <span class="o">=</span> <span class="n">setOfGraphsIds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="n">support</span>
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">&lt;</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="fm">__gt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">&gt;</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.graph</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.graph</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">.edge</span> <span class="kn">import</span> <span class="n">Edge</span>
+<span class="kn">from</span> <span class="nn">.vertex</span> <span class="kn">import</span> <span class="n">Vertex</span>
+
+<div class="viewcode-block" id="Graph">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph">[docs]</a>
+<span class="k">class</span> <span class="nc">Graph</span><span class="p">:</span>
+    <span class="n">emptyVertexList</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">emptyIntegerArray</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">id</span><span class="p">,</span> <span class="n">vMap</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dfsCode</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `__init__` function initializes a graph object with optional parameters for vertex mapping and</span>
+<span class="sd">        DFS code.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="nb">id</span>
+        <span class="k">if</span> <span class="n">vMap</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="o">=</span> <span class="n">vMap</span>
+        <span class="k">elif</span> <span class="n">dfsCode</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+                <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">eLabel</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span>
+                
+                <span class="n">e</span> <span class="o">=</span> <span class="n">Edge</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">eLabel</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">v1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">v2</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">)</span>
+
+                <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateVertexNeighbors</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateLabelsToVertices</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Graph.getId">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getId">[docs]</a>
+    <span class="k">def</span> <span class="nf">getId</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span></div>
+
+
+<div class="viewcode-block" id="Graph.removeInfrequentLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.removeInfrequentLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">label</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function removes vertices with a specific label from the graph and updates the edges accordingly.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">toRemove</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="o">==</span> <span class="n">label</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">toRemove</span><span class="p">:</span>
+            <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
+        <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">edgesToRemove</span> <span class="o">=</span> <span class="p">[</span><span class="n">edge</span> <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">()</span> 
+                               <span class="k">if</span> <span class="n">edge</span><span class="o">.</span><span class="n">v1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="ow">or</span> <span class="n">edge</span><span class="o">.</span><span class="n">v2</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">]</span>
+
+            <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">edgesToRemove</span><span class="p">:</span>
+                <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">()</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Graph.precalculateVertexNeighbors">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexNeighbors">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateVertexNeighbors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function precalculates the neighbors of each vertex in a graph and stores them in a cache.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="k">for</span> <span class="n">vertexId</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                <span class="n">neighborVertex</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">vertexId</span><span class="p">)]</span>
+                <span class="n">neighbors</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighborVertex</span><span class="p">)</span>
+
+            <span class="n">neighbors</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">id</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="p">[</span><span class="n">vertexId</span><span class="p">]</span> <span class="o">=</span> <span class="n">neighbors</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbors</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">//=</span> <span class="mi">2</span>    </div>
+
+    
+<div class="viewcode-block" id="Graph.precalculateVertexList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexList">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateVertexList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function precalculateVertexList creates a list of vertices by iterating through a dictionary of</span>
+<span class="sd">        vertices.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">vertex</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Graph.precalculateLabelsToVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateLabelsToVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateLabelsToVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function precalculates and stores mappings of vertex labels to their corresponding vertex IDs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+            <span class="n">label</span> <span class="o">=</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">label</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">:</span>
+                <span class="n">sameIds</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="o">==</span> <span class="n">label</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">[</span><span class="n">label</span><span class="p">]</span> <span class="o">=</span> <span class="n">sameIds</span></div>
+
+
+<div class="viewcode-block" id="Graph.findAllWithLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.findAllWithLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">findAllWithLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">targetLabel</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">targetLabel</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">[</span><span class="n">targetLabel</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[]</span></div>
+
+        
+<div class="viewcode-block" id="Graph.getAllNeighbors">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllNeighbors">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllNeighbors</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">return</span> <span class="n">neighbors</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getVLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getVLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v</span><span class="p">]</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">)</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+            <span class="k">elif</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+        <span class="k">return</span> <span class="o">-</span><span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="Graph.getEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">)</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span>
+            <span class="k">elif</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span>
+        <span class="k">return</span> <span class="kc">None</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getNonPrecalculatedAllVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getNonPrecalculatedAllVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNonPrecalculatedAllVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">values</span><span class="p">())</span></div>
+
+    
+<div class="viewcode-block" id="Graph.isNeighboring">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.isNeighboring">[docs]</a>
+    <span class="k">def</span> <span class="nf">isNeighboring</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="n">neighborsOfV1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="p">[])</span>
+        <span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">high</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighborsOfV1</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+        <span class="k">while</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span><span class="p">:</span>
+            <span class="n">middle</span> <span class="o">=</span> <span class="p">(</span><span class="n">low</span> <span class="o">+</span> <span class="n">high</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
+            <span class="n">val</span> <span class="o">=</span> <span class="n">neighborsOfV1</span><span class="p">[</span><span class="n">middle</span><span class="p">]</span><span class="o">.</span><span class="n">id</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="kc">True</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="n">low</span> <span class="o">=</span> <span class="n">middle</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="n">high</span> <span class="o">=</span> <span class="n">middle</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="Graph.getAllVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getEdgeCount">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeCount">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeCount</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
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+
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/gspan.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/gspan.html
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+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.gspan</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.gspan</h1><div class="highlight"><pre>
+<span></span><span class="c1"># gSpan is a subgraph mining algorithm that uses DFS and DFS codes to mine subgraphs</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.subgraphMining.basic import gspan as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.GSpan(iFile, minSupport)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.run()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentGraphs = obj.getFrequentSubgraphs()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="kn">from</span> <span class="nn">PAMI.subgraphMining.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<div class="viewcode-block" id="GSpan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan">[docs]</a>
+<span class="k">class</span> <span class="nc">GSpan</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_gSpan</span><span class="p">):</span>
+
+    <span class="n">eliminate_infrequent_vertices</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eliminate_infrequent_vertex_pairs</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eliminate_infrequent_edge_labels</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">edge_count_pruning</span> <span class="o">=</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSupport</span><span class="p">,</span> <span class="n">outputSingleVertices</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">maxNumberOfEdges</span><span class="o">=</span><span class="nb">float</span><span class="p">(</span><span class="s1">&#39;inf&#39;</span><span class="p">),</span> <span class="n">outputGraphIds</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize variables</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        
+        <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">=</span> <span class="n">minSupport</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_runtime</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxMem</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVertexPairsRemoved</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeRemovedByLabel</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eliminatedWithMaxSize</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">emptyGraphsRemoved</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">inPath</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outPath</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputSingleVertices</span> <span class="o">=</span> <span class="n">outputSingleVertices</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">=</span> <span class="n">maxNumberOfEdges</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputGraphIds</span> <span class="o">=</span> <span class="n">outputGraphIds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+
+<div class="viewcode-block" id="GSpan.startMine">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span>
+        
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="c1"># Record the start time</span>
+        <span class="n">t1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+
+        <span class="c1"># Read graphs</span>
+        <span class="n">graphDb</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">readGraphs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inPath</span><span class="p">)</span>
+
+        <span class="c1"># Calculate minimum support as a number of graphs</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">graphDb</span><span class="p">))</span>
+
+        <span class="c1"># Mining</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">gSpan</span><span class="p">(</span><span class="n">graphDb</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputSingleVertices</span><span class="p">)</span>
+
+        <span class="c1"># Output</span>
+        <span class="c1"># self.writeResultToFile(self.outPath)</span>
+
+        <span class="n">t2</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+
+        <span class="c1">#Calculate runtime</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_runtime</span> <span class="o">=</span> <span class="p">(</span><span class="n">t2</span> <span class="o">-</span> <span class="n">t1</span><span class="p">)</span>
+
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">patternCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.save">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `save` function writes information about frequent subgraphs to a specified</span>
+<span class="sd">        output file in a specific format.</span>
+<span class="sd">        </span>
+<span class="sd">        :param outputPath: The `save` method is used to write the results of frequent</span>
+<span class="sd">        subgraphs to a file specified by the `outputPath` parameter. The method iterates over each</span>
+<span class="sd">        frequent subgraph in `self.frequentSubgraphs` and writes the subgraph information to the file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">bw</span><span class="p">:</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">subgraph</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="p">:</span>
+                <span class="n">sb</span> <span class="o">=</span> <span class="p">[]</span>
+
+                <span class="n">dfsCode</span> <span class="o">=</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">dfsCode</span>
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;t # </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> * </span><span class="si">{</span><span class="n">subgraph</span><span class="o">.</span><span class="n">support</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">ee</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 0 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 0 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e 0 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">vLabels</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getAllVLabels</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">vLabel</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vLabels</span><span class="p">):</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v </span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">vLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputGraphIds</span><span class="p">:</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;x &quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span> <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">))</span>
+
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="n">bw</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">sb</span><span class="p">))</span>
+                <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.readGraphs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.readGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">readGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `readGraphs` function reads graph data from a file and constructs a list of graphs with vertices</span>
+<span class="sd">        and edges.</span>
+<span class="sd">        </span>
+<span class="sd">        :param path: The `path` parameter in the `readGraphs` method is the file path to the text file</span>
+<span class="sd">        containing the graph data that needs to be read and processed. This method reads the graph data from</span>
+<span class="sd">        the specified file and constructs a list of graphs represented by vertices and edges based on the</span>
+<span class="sd">        information in the</span>
+<span class="sd">        :return: The `readGraphs` method reads graph data from a file specified by the `path` parameter. It</span>
+<span class="sd">        parses the data to create a list of graph objects and returns this list. Each graph object contains</span>
+<span class="sd">        information about vertices and edges within the graph.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">br</span><span class="p">:</span>
+            <span class="n">graphDatabase</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">gId</span> <span class="o">=</span> <span class="kc">None</span>
+
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">br</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+
+                <span class="k">if</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;t&quot;</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="n">vMap</span><span class="p">:</span>  <span class="c1"># If vMap is not empty, it means a graph was read</span>
+                        <span class="n">graphDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">gId</span><span class="p">,</span> <span class="n">vMap</span><span class="p">))</span>
+                        <span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># Reset for the next graph</span>
+
+                    <span class="n">gId</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)[</span><span class="mi">2</span><span class="p">])</span> 
+
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;v&quot;</span><span class="p">):</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
+                    <span class="n">vId</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">vLabel</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">vId</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Vertex</span><span class="p">(</span><span class="n">vId</span><span class="p">,</span> <span class="n">vLabel</span><span class="p">)</span>
+
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;e&quot;</span><span class="p">):</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
+                    <span class="n">v1</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="n">v2</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="n">eLabel</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+                    <span class="n">e</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Edge</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">eLabel</span><span class="p">)</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">vMap</span><span class="p">:</span>
+                <span class="n">graphDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">gId</span><span class="p">,</span> <span class="n">vMap</span><span class="p">))</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graphDatabase</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">graphDatabase</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.subgraphIsomorphisms">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.subgraphIsomorphisms">[docs]</a>
+    <span class="k">def</span> <span class="nf">subgraphIsomorphisms</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">,</span> <span class="n">g</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `subgraphIsomorphisms` takes a DFS code and a graph as input, and finds all subgraph</span>
+<span class="sd">        isomorphisms between the DFS code and the graph.</span>
+<span class="sd">        </span>
+<span class="sd">        :param c: The parameter `c` in the `subgraphIsomorphisms` function is of type `_ab.DFSCode`, which</span>
+<span class="sd">        seems to represent a Depth-First Search code.</span>
+<span class="sd">        :param g: The parameter `g` in the `subgraphIsomorphisms` function represents a graph object. The</span>
+<span class="sd">        function is trying to find subgraph isomorphisms between a given DFS code `c` and the graph `g`. It</span>
+<span class="sd">        iterates through the vertices of the graph starting with a specific</span>
+<span class="sd">        :return: The function `subgraphIsomorphisms` returns a list of dictionaries, where each dictionary</span>
+<span class="sd">        represents a subgraph isomorphism mapping between the input DFS code `c` and the input graph `g`.</span>
+<span class="sd">        Each dictionary in the list maps vertex IDs from the DFS code to corresponding vertex IDs in the</span>
+<span class="sd">        graph, indicating a valid subgraph isomorphism.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">isoms</span> <span class="o">=</span> <span class="p">[]</span>    
+        <span class="n">startLabel</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getEeList</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">getVLabel1</span><span class="p">()</span>
+
+        <span class="c1"># Find all vertices in the graph that match the start label and initialize isomorphisms with them</span>
+        <span class="k">for</span> <span class="n">vId</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">findAllWithLabel</span><span class="p">(</span><span class="n">startLabel</span><span class="p">):</span>
+            <span class="n">hMap</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">hMap</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">vId</span>
+            <span class="n">isoms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">hMap</span><span class="p">)</span>
+
+        <span class="c1"># For each edge in the DFS code, try to extend each partial isomorphism</span>
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">eLabel</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span> 
+            <span class="n">updateIsoms</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="c1"># Try to extend each current isomorphism with the current edge</span>
+            <span class="k">for</span> <span class="n">iso</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                <span class="n">mappedV1</span> <span class="o">=</span> <span class="n">iso</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">)</span>
+                <span class="c1"># Forward edge</span>
+                <span class="k">if</span> <span class="n">v1</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                    <span class="n">mappedVertices</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">iso</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                    <span class="k">for</span> <span class="n">mappedV2</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="p">(</span><span class="n">v2Label</span> <span class="o">==</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="ow">and</span>
+                            <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span> <span class="ow">and</span>
+                            <span class="n">eLabel</span> <span class="o">==</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">())):</span>
+
+                            <span class="n">tempM</span> <span class="o">=</span> <span class="n">iso</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                            <span class="n">tempM</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span>
+
+                            <span class="n">updateIsoms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempM</span><span class="p">)</span>
+
+                <span class="c1"># Backward edge</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mappedV2</span> <span class="o">=</span> <span class="n">iso</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+                    <span class="c1"># Check if the backward edge exists in the graph matching the DFS code edge</span>
+                    <span class="k">if</span> <span class="n">g</span><span class="o">.</span><span class="n">isNeighboring</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eLabel</span> <span class="o">==</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="p">):</span>
+                        <span class="n">updateIsoms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">iso</span><span class="p">)</span>
+
+            <span class="n">isoms</span> <span class="o">=</span> <span class="n">updateIsoms</span>
+        <span class="k">return</span> <span class="n">isoms</span></div>
+
+
+    
+<div class="viewcode-block" id="GSpan.rightMostPathExtensionsFromSingle">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensionsFromSingle">[docs]</a>
+    <span class="k">def</span> <span class="nf">rightMostPathExtensionsFromSingle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">,</span> <span class="n">g</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `rightMostPathExtensionsFromSingle` generates extensions for a given DFS code and</span>
+<span class="sd">        graph, focusing on the rightmost path.</span>
+<span class="sd">        </span>
+<span class="sd">        :param c: The parameter `c` is of type `_ab.DFSCode`, which seems to represent a Depth-First Search</span>
+<span class="sd">        code. It is used in the `rightMostPathExtensionsFromSingle` method to perform operations related to</span>
+<span class="sd">        DFS codes</span>
+<span class="sd">        :param g: The parameter `g` in the provided code snippet represents a graph object. It seems to be</span>
+<span class="sd">        an instance of a graph data structure that contains vertices and edges. The code is designed to</span>
+<span class="sd">        find and return extensions from a given DFS code `c` based on the provided graph `g`. The function</span>
+<span class="sd">        `</span>
+<span class="sd">        :return: The function `rightMostPathExtensionsFromSingle` returns a dictionary `extensions`</span>
+<span class="sd">        containing extended edges as keys and sets of graph IDs as values.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Get the unique identifier for the given graph</span>
+        <span class="n">gid</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span>
+        <span class="c1"># Initialize a dictionary to store potential extensions</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># If the DFS code is empty, consider all edges of the graph for extension</span>
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">isEmpty</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="c1"># Determine the order of vertex labels to maintain consistency</span>
+                    <span class="n">v1Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v1</span><span class="p">)</span>
+                    <span class="n">v2Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v2</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">v1Label</span> <span class="o">&lt;</span> <span class="n">v2Label</span><span class="p">:</span>
+                        <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+
+                    <span class="c1"># Update the extensions dictionary with new or existing extended edges</span>
+                    <span class="n">setOfGraphIds</span> <span class="o">=</span> <span class="n">extensions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">ee1</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span>
+                    <span class="n">setOfGraphIds</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+                    <span class="n">extensions</span><span class="p">[</span><span class="n">ee1</span><span class="p">]</span> <span class="o">=</span> <span class="n">setOfGraphIds</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># For non-empty DFS code, focus on extending from the rightmost path</span>
+            <span class="n">rightMost</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMost</span><span class="p">()</span>
+            <span class="n">isoms</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">subgraphIsomorphisms</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
+
+            <span class="c1"># Iterate through all isomorphisms to find valid extensions</span>
+            <span class="k">for</span> <span class="n">isom</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                <span class="n">invertedIsom</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">isom</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+                <span class="n">mappedRm</span> <span class="o">=</span> <span class="n">isom</span><span class="p">[</span><span class="n">rightMost</span><span class="p">]</span>
+                <span class="n">mappedRmLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">):</span>
+                    <span class="n">invertedX</span> <span class="o">=</span> <span class="n">invertedIsom</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                    <span class="k">if</span> <span class="n">invertedX</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">onRightMostPath</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">notPreOfRm</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c</span><span class="o">.</span><span class="n">containEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">):</span>
+                        <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">,</span> <span class="n">mappedRmLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                        <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+
+                <span class="n">mappedVertices</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">isom</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMostPath</span><span class="p">():</span>
+                    <span class="n">mappedV</span> <span class="o">=</span> <span class="n">isom</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+                    <span class="n">mappedVLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span><span class="p">:</span>
+                            <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">rightMost</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mappedVLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                            <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">extensions</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.rightMostPathExtensions">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensions">[docs]</a>
+    <span class="k">def</span> <span class="nf">rightMostPathExtensions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `rightMostPathExtensions` generates extensions for a given DFS code by considering</span>
+<span class="sd">        rightmost paths in a graph database.</span>
+<span class="sd">        </span>
+<span class="sd">        :param c: The parameter `c` in the `rightMostPathExtensions` method is of type `_ab.DFSCode`. It</span>
+<span class="sd">        seems to represent a Depth-First Search code used in graph algorithms. The method is responsible</span>
+<span class="sd">        for generating extensions based on the rightmost path in a graph</span>
+<span class="sd">        :param graphDb: The `graphDb` parameter in the `rightMostPathExtensions` method is a</span>
+<span class="sd">        database that stores graph data. It is used to retrieve graph objects based on</span>
+<span class="sd">        their IDs, which are provided in the `graphIds` parameter. The method then performs operations on</span>
+<span class="sd">        these graph objects to generate</span>
+<span class="sd">        :param graphIds: The `graphIds` parameter in the `rightMostPathExtensions` function represents a</span>
+<span class="sd">        list of graph identifiers. These identifiers are used to retrieve specific graphs from the</span>
+<span class="sd">        `graphDb` database in order to perform operations on them within the function. Each ID in the</span>
+<span class="sd">        `graphIds` list corresponds to an identifier.</span>
+<span class="sd">        :return: The function `rightMostPathExtensions` returns a dictionary `extensions` containing</span>
+<span class="sd">        extended edges as keys and sets of graph IDs as values.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">isEmpty</span><span class="p">():</span>
+            <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">graphIds</span><span class="p">:</span>
+                <span class="n">g</span> <span class="o">=</span> <span class="n">graphDb</span><span class="p">[</span><span class="nb">id</span><span class="p">]</span>
+                <span class="c1"># Skip graphs if pruning based on edge count is enabled and applicable</span>
+                <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">edge_count_pruning</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">&gt;=</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeCount</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">v</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                        <span class="c1"># Organize the vertex labels to maintain consistent ordering</span>
+                        <span class="n">v1L</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v1</span><span class="p">)</span>
+                        <span class="n">v2L</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">v1L</span> <span class="o">&lt;</span> <span class="n">v2L</span><span class="p">:</span>
+                            <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v1L</span><span class="p">,</span> <span class="n">v2L</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v2L</span><span class="p">,</span> <span class="n">v1L</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+
+                        <span class="c1"># Add the new or existing extensions to the dictionary                       </span>
+                        <span class="n">setOfGraphIds</span> <span class="o">=</span> <span class="n">extensions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">ee1</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span>
+                        <span class="n">setOfGraphIds</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span>
+                        <span class="n">extensions</span><span class="p">[</span><span class="n">ee1</span><span class="p">]</span> <span class="o">=</span> <span class="n">setOfGraphIds</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># For non-empty DFS codes, extend based on the rightmost path of each graph</span>
+            <span class="n">rightMost</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMost</span><span class="p">()</span>
+            <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">graphIds</span><span class="p">:</span>
+                <span class="n">g</span> <span class="o">=</span> <span class="n">graphDb</span><span class="p">[</span><span class="nb">id</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">edge_count_pruning</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">&gt;=</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeCount</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="n">isoms</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">subgraphIsomorphisms</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">isom</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                    <span class="n">invertedIsom</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">isom</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                        <span class="n">invertedIsom</span><span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">=</span> <span class="n">key</span>
+                    <span class="n">mappedRM</span> <span class="o">=</span> <span class="n">isom</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">rightMost</span><span class="p">)</span>
+                    <span class="n">mappedRMLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedRM</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedRM</span><span class="p">):</span>
+                        <span class="n">invertedX</span> <span class="o">=</span> <span class="n">invertedIsom</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                        <span class="k">if</span> <span class="n">invertedX</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">onRightMostPath</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> \
+                        <span class="n">c</span><span class="o">.</span><span class="n">notPreOfRm</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c</span><span class="o">.</span><span class="n">containEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">):</span>
+                            
+                            <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">,</span> <span class="n">mappedRMLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span>
+                                            <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedRM</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+
+                            <span class="k">if</span> <span class="n">ee</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">extensions</span><span class="p">:</span>
+                                <span class="n">extensions</span><span class="p">[</span><span class="n">ee</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+                            <span class="n">extensions</span><span class="p">[</span><span class="n">ee</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+
+                    <span class="n">mappedVertices</span> <span class="o">=</span> <span class="n">isom</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMostPath</span><span class="p">():</span>
+                        <span class="n">mappedV</span> <span class="o">=</span> <span class="n">isom</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+                        <span class="n">mappedVLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span><span class="p">:</span>
+                                <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">rightMost</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mappedVLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span>
+                                                <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+
+                                <span class="k">if</span> <span class="n">ee</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">extensions</span><span class="p">:</span>
+                                    <span class="n">extensions</span><span class="p">[</span><span class="n">ee</span><span class="p">]</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+                                <span class="n">extensions</span><span class="p">[</span><span class="n">ee</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">extensions</span></div>
+
+
+
+
+<div class="viewcode-block" id="GSpan.gspanDFS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gspanDFS">[docs]</a>
+    <span class="k">def</span> <span class="nf">gspanDFS</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">subgraphId</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `gspanDFS` function recursively explores graph patterns using the gSpan algorithm to find</span>
+<span class="sd">        frequent subgraphs in a graph database.</span>
+<span class="sd">        </span>
+<span class="sd">        :param c: In the provided code snippet, the parameter `c` is an instance of the `_ab.DFSCode` class.</span>
+<span class="sd">        It is used as an input to the `gspanDFS` method for performing Depth-First Search (DFS) traversal in</span>
+<span class="sd">        a graph mining algorithm. The `c` parameter represents</span>
+<span class="sd">        :type c: _ab.DFSCode</span>
+<span class="sd">        :param graphDb: The `graphDb` parameter  refers to a graph database that the algorithm is </span>
+<span class="sd">        operating on.</span>
+<span class="sd">        :param subgraphId: The `subgraphId` parameter in the `gspanDFS` method refers to an</span>
+<span class="sd">        ID represents a specific subgraph within the graph database `graphDb`. </span>
+<span class="sd">        :return: The `gspanDFS` method is a recursive function that is called within itself to explore the graph </span>
+<span class="sd">        structure and find frequent subgraphs. The function does not have a return value, but it modifies </span>
+<span class="sd">        the `self.frequentSubgraphs` list by appending new frequent subgraphs found during the DFS traversal.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPathExtensions</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">subgraphId</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">extension</span><span class="p">,</span> <span class="n">newGraphIds</span> <span class="ow">in</span> <span class="n">extensions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">newGraphIds</span><span class="p">)</span>
+            
+            <span class="k">if</span> <span class="p">(</span><span class="n">sup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">):</span>
+                <span class="n">newC</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="n">newC</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">extension</span><span class="p">)</span>
+                
+                <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">isCanonical</span><span class="p">(</span><span class="n">newC</span><span class="p">)):</span>
+                    <span class="n">subgraph</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">FrequentSubgraph</span><span class="p">(</span><span class="n">newC</span><span class="p">,</span> <span class="n">newGraphIds</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">subgraph</span><span class="p">)</span>
+
+                    <span class="bp">self</span><span class="o">.</span><span class="n">gspanDFS</span><span class="p">(</span><span class="n">newC</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">newGraphIds</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.isCanonical">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.isCanonical">[docs]</a>
+    <span class="k">def</span> <span class="nf">isCanonical</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `isCanonical` checks if a given DFS code is canonical by comparing it with its</span>
+<span class="sd">        rightmost path extensions.</span>
+<span class="sd">        </span>
+<span class="sd">        :param c: The parameter `c` is an instance of the `_ab.DFSCode` class</span>
+<span class="sd">        :type c: _ab.DFSCode</span>
+<span class="sd">        :return: a boolean value. It returns True if the input DFSCode `c` is canonical, and False if it is</span>
+<span class="sd">        not canonical.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">canC</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">size</span><span class="p">):</span>
+            <span class="n">extensions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPathExtensionsFromSingle</span><span class="p">(</span><span class="n">canC</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">c</span><span class="p">))</span>
+            <span class="n">minEe</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">extensions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">ee</span><span class="o">.</span><span class="n">smallerThan</span><span class="p">(</span><span class="n">minEe</span><span class="p">):</span>
+                    <span class="n">minEe</span> <span class="o">=</span> <span class="n">ee</span>
+
+            <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">minEe</span><span class="o">.</span><span class="n">smallerThan</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">getAt</span><span class="p">(</span><span class="n">i</span><span class="p">)):</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            
+            <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">canC</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">minEe</span><span class="p">)</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
+
+    
+
+<div class="viewcode-block" id="GSpan.gSpan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gSpan">[docs]</a>
+    <span class="k">def</span> <span class="nf">gSpan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The gSpan function in Python processes a graph database by precalculating vertex lists, removing</span>
+<span class="sd">        infrequent vertex pairs, and performing a depth-first search algorithm.</span>
+<span class="sd">        </span>
+<span class="sd">        :param graphDb: The `graphDb` parameter  refers to a graph database that the algorithm is </span>
+<span class="sd">        operating on.</span>
+<span class="sd">        :param outputFrequentVertices: The `outputFrequentVertices` parameter is a boolean flag that</span>
+<span class="sd">        determines whether the frequent vertices should be output or not.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">outputFrequentVertices</span> <span class="ow">or</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertices</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">findAllOnlyOneVertex</span><span class="p">(</span><span class="n">graphDb</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDb</span><span class="p">:</span>
+            <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertex_pairs</span> <span class="ow">or</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeInfrequentVertexPairs</span><span class="p">(</span><span class="n">graphDb</span><span class="p">)</span>
+
+        <span class="n">graphIds</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">g</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">graphDb</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+
+                <span class="n">graphIds</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexNeighbors</span><span class="p">()</span>
+                <span class="n">g</span><span class="o">.</span><span class="n">precalculateLabelsToVertices</span><span class="p">()</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">emptyGraphsRemoved</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">gspanDFS</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">(),</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.Pair">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.Pair">[docs]</a>
+    <span class="k">class</span> <span class="nc">Pair</span><span class="p">:</span>
+        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">x</span> <span class="o">&lt;</span> <span class="n">y</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">x</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">y</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span>
+
+        <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">Pair</span><span class="p">):</span>
+                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">x</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">y</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+        <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="mi">100</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.findAllOnlyOneVertex">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.findAllOnlyOneVertex">[docs]</a>
+    <span class="k">def</span> <span class="nf">findAllOnlyOneVertex</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `findAllOnlyOneVertex` iterates through a graph database to find frequent vertices</span>
+<span class="sd">        based on a minimum support threshold, storing the results and optionally removing infrequent</span>
+<span class="sd">        vertices.</span>
+<span class="sd">        </span>
+<span class="sd">        :param graphDb: The `graphDb` parameter  refers to a graph database that the algorithm is </span>
+<span class="sd">        operating on.</span>
+<span class="sd">        :param outputFrequentVertices: The `outputFrequentVertices` parameter is a boolean flag that</span>
+<span class="sd">        determines whether the frequent vertices should be included in the output or not.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">labelM</span> <span class="o">=</span> <span class="p">{}</span> 
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDb</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getNonPrecalculatedAllVertices</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="n">vLabel</span> <span class="o">=</span> <span class="n">v</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+                    <span class="n">labelM</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">vLabel</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+        <span class="c1"># Check each label for frequency against the minimum support threshold</span>
+        <span class="k">for</span> <span class="n">label</span><span class="p">,</span> <span class="n">tempSupG</span> <span class="ow">in</span> <span class="n">labelM</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>                
+            <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tempSupG</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">outputFrequentVertices</span><span class="p">:</span>
+                    <span class="n">tempD</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DFSCode</span><span class="p">()</span>
+                    <span class="n">tempD</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">FrequentSubgraph</span><span class="p">(</span><span class="n">tempD</span><span class="p">,</span> <span class="n">tempSupG</span><span class="p">,</span> <span class="n">sup</span><span class="p">))</span>
+            <span class="k">elif</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertices</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">graphId</span> <span class="ow">in</span> <span class="n">tempSupG</span><span class="p">:</span>
+                    <span class="n">g</span> <span class="o">=</span> <span class="n">graphDb</span><span class="p">[</span><span class="n">graphId</span><span class="p">]</span>
+                    <span class="n">g</span><span class="o">.</span><span class="n">removeInfrequentLabel</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="GSpan.removeInfrequentVertexPairs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.removeInfrequentVertexPairs">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentVertexPairs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The function `removeInfrequentVertexPairs` processes a graph database by removing infrequent vertex</span>
+<span class="sd">        pairs and edge labels based on specified support thresholds.</span>
+<span class="sd">        </span>
+<span class="sd">        :param graphDb: The `graphDb` parameter  refers to a graph database that the algorithm is </span>
+<span class="sd">        operating on.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+            <span class="n">matrix</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">SparseTriangularMatrix</span><span class="p">()</span>
+            <span class="n">alreadySeenPair</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span> <span class="c1"># To avoid double counting pairs in the same graph</span>
+
+        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+            <span class="n">mapEdgeLabelToSupport</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">alreadySeenEdgeLabel</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span> <span class="c1"># To avoid double counting edge labels in the same graph</span>
+
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDb</span><span class="p">:</span>
+            <span class="n">vertices</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllVertices</span><span class="p">()</span>
+
+            <span class="c1"># Check each vertex and its edges for infrequent pairs and labels</span>
+            <span class="k">for</span> <span class="n">v1</span> <span class="ow">in</span> <span class="n">vertices</span><span class="p">:</span>
+                <span class="n">labelV1</span> <span class="o">=</span> <span class="n">v1</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+
+                <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">v1</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="n">v2</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                    <span class="n">labelV2</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+
+                    <span class="c1"># Track vertex label pairs for infrequency analysis</span>
+                    <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+                        <span class="n">pair</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Pair</span><span class="p">(</span><span class="n">labelV1</span><span class="p">,</span> <span class="n">labelV2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">pair</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadySeenPair</span><span class="p">:</span>
+                            <span class="n">matrix</span><span class="o">.</span><span class="n">incrementCount</span><span class="p">(</span><span class="n">labelV1</span><span class="p">,</span> <span class="n">labelV2</span><span class="p">)</span>
+                            <span class="n">alreadySeenPair</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+
+                    <span class="c1"># Track edge labels for infrequency analysis</span>
+                    <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+                        <span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+                        <span class="k">if</span> <span class="n">edgeLabel</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadySeenEdgeLabel</span><span class="p">:</span>
+                            <span class="n">alreadySeenEdgeLabel</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">edgeLabel</span><span class="p">)</span>
+                            <span class="n">edgeSupport</span> <span class="o">=</span> <span class="n">mapEdgeLabelToSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">edgeLabel</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                            <span class="n">mapEdgeLabelToSupport</span><span class="p">[</span><span class="n">edgeLabel</span><span class="p">]</span> <span class="o">=</span> <span class="n">edgeSupport</span> <span class="o">+</span> <span class="mi">1</span>
+
+            <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertex_pairs</span><span class="p">:</span>
+                <span class="n">alreadySeenPair</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+                <span class="n">alreadySeenEdgeLabel</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertex_pairs</span><span class="p">:</span>
+            <span class="n">matrix</span><span class="o">.</span><span class="n">removeInfrequentEntriesFromMatrix</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertex_pairs</span> <span class="ow">or</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDb</span><span class="p">:</span>
+                <span class="n">vertices</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllVertices</span><span class="p">()</span>
+
+                <span class="k">for</span> <span class="n">v1</span> <span class="ow">in</span> <span class="n">vertices</span><span class="p">:</span>
+                    <span class="n">iterEdges</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">())</span>
+                    <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">iterEdges</span><span class="p">:</span>
+                        <span class="n">v2</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                        <span class="n">labelV2</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+                        <span class="n">count</span> <span class="o">=</span> <span class="n">matrix</span><span class="o">.</span><span class="n">getSupportForItems</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">labelV2</span><span class="p">)</span>
+
+                        <span class="c1"># Remove edges based on infrequency criteria</span>
+                        <span class="k">if</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_vertex_pairs</span> <span class="ow">and</span> <span class="n">count</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                            <span class="n">v1</span><span class="o">.</span><span class="n">removeEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVertexPairsRemoved</span> <span class="o">+=</span> <span class="mi">1</span>
+
+                        <span class="k">elif</span> <span class="n">GSpan</span><span class="o">.</span><span class="n">eliminate_infrequent_edge_labels</span> <span class="ow">and</span> \
+                                <span class="n">mapEdgeLabelToSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">edge</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(),</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                            <span class="n">v1</span><span class="o">.</span><span class="n">removeEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">edgeRemovedByLabel</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+    
+
+<div class="viewcode-block" id="GSpan.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="GSpan.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="GSpan.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_runtime</span></div>
+
+    
+<div class="viewcode-block" id="GSpan.getFrequentSubgraphs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getFrequentSubgraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">getFrequentSubgraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">sb</span> <span class="o">=</span> <span class="p">[]</span>  
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">subgraph</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="p">):</span>  
+            <span class="n">dfsCode</span> <span class="o">=</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">dfsCode</span>
+            <span class="n">subgraphDescription</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;t # </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> * </span><span class="si">{</span><span class="n">subgraph</span><span class="o">.</span><span class="n">support</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span>  
+            
+            <span class="k">if</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">ee</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">subgraphDescription</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 0 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">subgraphDescription</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="n">subgraphDescription</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e 0 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">vLabels</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getAllVLabels</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">vLabel</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vLabels</span><span class="p">):</span>
+                    <span class="n">subgraphDescription</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v </span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">vLabel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+                    <span class="n">subgraphDescription</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            
+            <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">subgraphDescription</span><span class="p">))</span>  
+        <span class="k">return</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">sb</span><span class="p">)</span>  </div>
+</div>
+
+
+
+</pre></div>
+
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+          </div>
+          <footer>
+
+  <hr/>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html
new file mode 100644
index 000000000..d8764a3f5
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/sparseTriangularMatrix.html
@@ -0,0 +1,165 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.sparseTriangularMatrix</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.sparseTriangularMatrix</h1><div class="highlight"><pre>
+<span></span><span class="c1"># The `SparseTriangularMatrix` class represents a matrix with sparse triangular structure and provides</span>
+<span class="c1"># methods for incrementing counts, getting support for items, setting support values, and removing</span>
+<span class="c1"># infrequent entries based on a minimum support threshold.</span>
+<div class="viewcode-block" id="SparseTriangularMatrix">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix">[docs]</a>
+<span class="k">class</span> <span class="nc">SparseTriangularMatrix</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span> <span class="o">=</span> <span class="p">{}</span>  
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+            <span class="n">subkeys</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+            <span class="n">subkeyStr</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subkey</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">count</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">subkey</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">subkeys</span><span class="o">.</span><span class="n">items</span><span class="p">())</span>
+            <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">subkeyStr</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.incrementCount">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">[docs]</a>
+    <span class="k">def</span> <span class="nf">incrementCount</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">j</span><span class="p">:</span>
+            <span class="n">key</span><span class="p">,</span> <span class="n">subkey</span> <span class="o">=</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">key</span><span class="p">,</span> <span class="n">subkey</span> <span class="o">=</span> <span class="n">j</span><span class="p">,</span> <span class="n">i</span>
+
+        <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">subkey</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">subkey</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.getSupportForItems">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSupportForItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">):</span>
+        <span class="n">smaller</span><span class="p">,</span> <span class="n">larger</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">smaller</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">larger</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.setSupport">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">[docs]</a>
+    <span class="k">def</span> <span class="nf">setSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+        <span class="n">smaller</span><span class="p">,</span> <span class="n">larger</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
+        
+        <span class="k">if</span> <span class="n">smaller</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">smaller</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">larger</span><span class="p">:</span> <span class="n">support</span><span class="p">}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">smaller</span><span class="p">][</span><span class="n">larger</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentEntriesFromMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">minsup</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+            <span class="k">for</span> <span class="n">subkey</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()):</span>
+                <span class="k">if</span> <span class="n">value</span> <span class="o">&lt;</span> <span class="n">minsup</span><span class="p">:</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]:</span>
+                <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/vertex.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/vertex.html
new file mode 100644
index 000000000..fe99a53da
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/basic/vertex.html
@@ -0,0 +1,152 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.basic.vertex &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+    <script src="../../../../_static/js/theme.js"></script>
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+      <li class="breadcrumb-item active">PAMI.subgraphMining.basic.vertex</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.basic.vertex</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="Vertex">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">Vertex</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">id</span><span class="p">,</span> <span class="n">vLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="nb">id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span> <span class="o">=</span> <span class="n">vLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="o">=</span> <span class="p">[]</span>  
+        
+<div class="viewcode-block" id="Vertex.addEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.addEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">addEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">edge</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getId">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getId">[docs]</a>
+    <span class="k">def</span> <span class="nf">getId</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getEdgeList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getEdgeList">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eList</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Vertex</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">id</span>
+
+    <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Vertex</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">&lt;</span> <span class="n">other</span><span class="o">.</span><span class="n">id</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;Vertex(ID: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">id</span><span class="si">}</span><span class="s2">, Label: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span><span class="si">}</span><span class="s2">)&quot;</span>
+    
+<div class="viewcode-block" id="Vertex.removeEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.removeEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">edgeToRemove</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="o">=</span> <span class="p">[</span><span class="n">edge</span> <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="k">if</span> <span class="n">edge</span> <span class="o">!=</span> <span class="n">edgeToRemove</span><span class="p">]</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSCode.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSCode.html
new file mode 100644
index 000000000..db273ba6e
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSCode.html
@@ -0,0 +1,210 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.topK.DFSCode &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.DFSCode</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.DFSCode</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">pickle</span>
+
+<div class="viewcode-block" id="DfsCode">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode">[docs]</a>
+<span class="k">class</span> <span class="nc">DfsCode</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span> <span class="o">=</span> <span class="p">[]</span>  
+        <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span> <span class="o">=</span> <span class="p">[]</span>
+
+<div class="viewcode-block" id="DfsCode.copy">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.copy">[docs]</a>
+    <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">pickle</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">pickle</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.notPreOfRm">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.notPreOfRm">[docs]</a>
+    <span class="k">def</span> <span class="nf">notPreOfRm</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="n">v</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.getAllVLabels">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAllVLabels">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllVLabels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">vertexMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v1Label</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel1</span><span class="p">()</span>
+            <span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel2</span><span class="p">()</span>
+            <span class="n">vertexMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span> <span class="o">=</span> <span class="n">v1Label</span>
+            <span class="n">vertexMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">v2Label</span>
+        
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">while</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">vertexMap</span><span class="p">:</span>
+            <span class="n">labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">vertexMap</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">labels</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.add">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.add">[docs]</a>
+    <span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ee</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">v1</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span> <span class="o">=</span> <span class="n">v2</span>
+                <span class="k">while</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">v1</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ee</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.getAt">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAt">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAt</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">[</span><span class="n">index</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.onRightMostPath">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.onRightMostPath">[docs]</a>
+    <span class="k">def</span> <span class="nf">onRightMostPath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.containEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.containEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">containEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">()</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span> <span class="o">==</span> <span class="n">v2</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">()</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span> <span class="o">==</span> <span class="n">v1</span><span class="p">):</span>
+                <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.isEmpty">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.isEmpty">[docs]</a>
+    <span class="k">def</span> <span class="nf">isEmpty</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.getRightMost">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMost">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRightMost</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMost</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.getRightMostPath">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMostPath">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRightMostPath</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPath</span></div>
+
+
+<div class="viewcode-block" id="DfsCode.getEeList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getEeList">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEeList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="s2">&quot;DfsCode: &quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">ee</span><span class="p">)</span> <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eeList</span><span class="p">)</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSThread.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSThread.html
new file mode 100644
index 000000000..dce49a80f
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/DFSThread.html
@@ -0,0 +1,123 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.topK.DFSThread &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
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+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
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+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.DFSThread</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.DFSThread</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">threading</span>
+
+<div class="viewcode-block" id="DfsThread">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread">[docs]</a>
+<span class="k">class</span> <span class="nc">DfsThread</span><span class="p">(</span><span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDb</span><span class="p">,</span> <span class="n">candidates</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">tkgInstance</span><span class="p">):</span>
+        <span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphDb</span> <span class="o">=</span> <span class="n">graphDb</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span> <span class="o">=</span> <span class="n">candidates</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">=</span> <span class="n">minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tkgInstance</span> <span class="o">=</span> <span class="n">tkgInstance</span>
+
+<div class="viewcode-block" id="DfsThread.run">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread.run">[docs]</a>
+    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">while</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="o">.</span><span class="n">empty</span><span class="p">():</span>
+            <span class="n">_</span><span class="p">,</span> <span class="n">candidate</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                <span class="k">break</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tkgInstance</span><span class="o">.</span><span class="n">gspanDynamicDFS</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">dfsCode</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">graphDb</span><span class="p">,</span> <span class="n">candidate</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/edge.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/edge.html
new file mode 100644
index 000000000..40969ee75
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/edge.html
@@ -0,0 +1,136 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.topK.edge &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
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+</head>
+
+<body class="wy-body-for-nav"> 
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+      <div class="wy-side-scroll">
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+</ul>
+
+        </div>
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+
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+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.edge</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.edge</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="Edge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">Edge</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">edgeLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">=</span> <span class="n">v1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">=</span> <span class="n">v2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edgeLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hashCode</span> <span class="o">=</span> <span class="p">(</span><span class="n">v1</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">+</span> <span class="p">(</span><span class="n">v2</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">10</span> <span class="o">+</span> <span class="n">edgeLabel</span>
+
+<div class="viewcode-block" id="Edge.another">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.another">[docs]</a>
+    <span class="k">def</span> <span class="nf">another</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="k">if</span> <span class="n">v</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span></div>
+
+
+<div class="viewcode-block" id="Edge.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hashCode</span>
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Edge</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hashCode</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">hashCode</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v1</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;Edge(v1: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2">, v2: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2">, Label: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">)&quot;</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
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+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
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+</html>
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/extendedEdge.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/extendedEdge.html
new file mode 100644
index 000000000..12a7178c6
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/extendedEdge.html
@@ -0,0 +1,209 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.topK.extendedEdge &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="../../../../_static/jquery.js?v=5d32c60e"></script>
+        <script src="../../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="../../../../_static/documentation_options.js?v=391540b0"></script>
+        <script src="../../../../_static/doctools.js?v=888ff710"></script>
+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
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+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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+    <input type="hidden" name="area" value="default" />
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.extendedEdge</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.extendedEdge</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="ExtendedEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">ExtendedEdge</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">vLabel1</span><span class="p">,</span> <span class="n">vLabel2</span><span class="p">,</span> <span class="n">edgeLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">=</span> <span class="n">v1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">=</span> <span class="n">v2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">=</span> <span class="n">vLabel1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">=</span> <span class="n">vLabel2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edgeLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hashCode</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">v1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">v2</span><span class="p">)</span> <span class="o">*</span> <span class="mi">50</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">vLabel1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">30</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">vLabel2</span><span class="p">)</span> <span class="o">*</span> <span class="mi">20</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">edgeLabel</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ExtendedEdge.smallerThan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThan">[docs]</a>
+    <span class="k">def</span> <span class="nf">smallerThan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">that</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">that</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+        <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v2</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pairSmallerThan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">elif</span> <span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">)</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span> <span class="ow">and</span>
+                     <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="ExtendedEdge.smallerThanOriginal">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThanOriginal">[docs]</a>
+    <span class="k">def</span> <span class="nf">smallerThanOriginal</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">that</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">that</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+        <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">that</span><span class="o">.</span><span class="n">v2</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pairSmallerThan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">True</span>
+        <span class="k">elif</span> <span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span> <span class="ow">or</span>
+                    <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">that</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="ow">and</span>
+                     <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">&lt;</span> <span class="n">that</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="ExtendedEdge.pairSmallerThan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.pairSmallerThan">[docs]</a>
+    <span class="k">def</span> <span class="nf">pairSmallerThan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">):</span>
+        <span class="n">xForward</span> <span class="o">=</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">x2</span>
+        <span class="n">yForward</span> <span class="o">=</span> <span class="n">y1</span> <span class="o">&lt;</span> <span class="n">y2</span>
+
+        <span class="k">if</span> <span class="n">xForward</span> <span class="ow">and</span> <span class="n">yForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x2</span> <span class="o">&lt;</span> <span class="n">y2</span> <span class="ow">or</span> <span class="p">(</span><span class="n">x2</span> <span class="o">==</span> <span class="n">y2</span> <span class="ow">and</span> <span class="n">x1</span> <span class="o">&gt;</span> <span class="n">y1</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="n">xForward</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">yForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">y1</span> <span class="ow">or</span> <span class="p">(</span><span class="n">x1</span> <span class="o">==</span> <span class="n">y1</span> <span class="ow">and</span> <span class="n">x2</span> <span class="o">&lt;</span> <span class="n">y2</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">xForward</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x2</span> <span class="o">&lt;=</span> <span class="n">y1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">x1</span> <span class="o">&lt;</span> <span class="n">y2</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hashCode</span>
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">ExtendedEdge</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">v2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">vLabel1</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">vLabel2</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">edgeLabel</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;&lt;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="s2">,</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="s2">&gt;&quot;</span>
+
+<div class="viewcode-block" id="ExtendedEdge.getV1">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV1">[docs]</a>
+    <span class="k">def</span> <span class="nf">getV1</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v1</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getV2">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV2">[docs]</a>
+    <span class="k">def</span> <span class="nf">getV2</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">v2</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getVLabel1">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel1">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel1</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel1</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getVLabel2">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel2">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel2</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel2</span></div>
+
+    
+<div class="viewcode-block" id="ExtendedEdge.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeLabel</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/frequentSubgraph.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/frequentSubgraph.html
new file mode 100644
index 000000000..ccaeba1d1
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/frequentSubgraph.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.frequentSubgraph</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.frequentSubgraph</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="FrequentSubgraph">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.frequentSubgraph.FrequentSubgraph">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">FrequentSubgraph</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dfsCode</span><span class="p">,</span> <span class="n">setOfGraphsIds</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dfsCode</span> <span class="o">=</span> <span class="n">dfsCode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">setOfGraphsIds</span> <span class="o">=</span> <span class="n">setOfGraphsIds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">=</span> <span class="n">support</span>
+    
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">&lt;</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span>
+
+    <span class="k">def</span> <span class="fm">__gt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">FrequentSubgraph</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">support</span> <span class="o">&gt;</span> <span class="n">other</span><span class="o">.</span><span class="n">support</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/graph.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/graph.html
new file mode 100644
index 000000000..68a65e563
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.graph</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.graph</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">.edge</span> <span class="kn">import</span> <span class="n">Edge</span>
+<span class="kn">from</span> <span class="nn">.vertex</span> <span class="kn">import</span> <span class="n">Vertex</span>
+
+<div class="viewcode-block" id="Graph">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph">[docs]</a>
+<span class="k">class</span> <span class="nc">Graph</span><span class="p">:</span>
+    <span class="n">EMPTY_VERTEX_LIST</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">EMPTY_INTEGER_ARRAY</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">id</span><span class="p">,</span> <span class="n">vMap</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dfsCode</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="nb">id</span>
+        <span class="k">if</span> <span class="n">vMap</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="o">=</span> <span class="n">vMap</span>
+        <span class="k">elif</span> <span class="n">dfsCode</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+                <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">eLabel</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getV2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel1</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getVLabel2</span><span class="p">(),</span> <span class="n">ee</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+                
+                <span class="n">e</span> <span class="o">=</span> <span class="n">Edge</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">eLabel</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">v1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">v2</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">)</span>
+
+                <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateVertexNeighbors</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">precalculateLabelsToVertices</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Graph.getId">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getId">[docs]</a>
+    <span class="k">def</span> <span class="nf">getId</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span></div>
+
+
+<div class="viewcode-block" id="Graph.removeInfrequentLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.removeInfrequentLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">label</span><span class="p">):</span>
+        <span class="n">toRemove</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="o">==</span> <span class="n">label</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">toRemove</span><span class="p">:</span>
+            <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
+        <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">edgesToRemove</span> <span class="o">=</span> <span class="p">[</span><span class="n">edge</span> <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">()</span> 
+                               <span class="k">if</span> <span class="n">edge</span><span class="o">.</span><span class="n">getV1</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span> <span class="ow">or</span> <span class="n">edge</span><span class="o">.</span><span class="n">getV2</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">]</span>
+
+            <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">edgesToRemove</span><span class="p">:</span>
+                <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">()</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Graph.precalculateVertexNeighbors">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexNeighbors">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateVertexNeighbors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="k">for</span> <span class="n">vertexId</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                <span class="n">neighborVertex</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">vertexId</span><span class="p">)]</span>
+                <span class="n">neighbors</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neighborVertex</span><span class="p">)</span>
+
+            <span class="n">neighbors</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">id</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="p">[</span><span class="n">vertexId</span><span class="p">]</span> <span class="o">=</span> <span class="n">neighbors</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighbors</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span> <span class="o">//=</span> <span class="mi">2</span>    </div>
+
+    
+<div class="viewcode-block" id="Graph.precalculateVertexList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexList">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateVertexList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">vertex</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Graph.precalculateLabelsToVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateLabelsToVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">precalculateLabelsToVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+            <span class="n">label</span> <span class="o">=</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">label</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">:</span>
+                <span class="n">sameIds</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span> <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="o">==</span> <span class="n">label</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">[</span><span class="n">label</span><span class="p">]</span> <span class="o">=</span> <span class="n">sameIds</span></div>
+
+
+<div class="viewcode-block" id="Graph.findAllWithLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.findAllWithLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">findAllWithLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">targetLabel</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">targetLabel</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mapLabelToVertexIds</span><span class="p">[</span><span class="n">targetLabel</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[]</span></div>
+
+        
+<div class="viewcode-block" id="Graph.getAllNeighbors">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllNeighbors">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllNeighbors</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="n">neighbors</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">return</span> <span class="n">neighbors</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getVLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getVLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getVLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="p">[</span><span class="n">v</span><span class="p">]</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getEdgeLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">)</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+            <span class="k">elif</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+        <span class="k">return</span> <span class="o">-</span><span class="mi">1</span></div>
+
+    
+
+<div class="viewcode-block" id="Graph.getEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">)</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v1</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span>
+            <span class="k">elif</span> <span class="n">e</span><span class="o">.</span><span class="n">v1</span> <span class="o">==</span> <span class="n">v2</span> <span class="ow">and</span> <span class="n">e</span><span class="o">.</span><span class="n">v2</span> <span class="o">==</span> <span class="n">v1</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">e</span>
+        <span class="k">return</span> <span class="kc">None</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getNonPrecalculatedAllVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getNonPrecalculatedAllVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">getNonPrecalculatedAllVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vMap</span><span class="o">.</span><span class="n">values</span><span class="p">())</span></div>
+
+    
+<div class="viewcode-block" id="Graph.isNeighboring">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.isNeighboring">[docs]</a>
+    <span class="k">def</span> <span class="nf">isNeighboring</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">):</span>
+        <span class="n">neighborsOfV1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neighborCache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="p">[])</span>
+        <span class="n">low</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">high</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">neighborsOfV1</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+
+        <span class="k">while</span> <span class="n">high</span> <span class="o">&gt;=</span> <span class="n">low</span><span class="p">:</span>
+            <span class="n">middle</span> <span class="o">=</span> <span class="p">(</span><span class="n">low</span> <span class="o">+</span> <span class="n">high</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
+            <span class="n">val</span> <span class="o">=</span> <span class="n">neighborsOfV1</span><span class="p">[</span><span class="n">middle</span><span class="p">]</span><span class="o">.</span><span class="n">id</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">==</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="k">return</span> <span class="kc">True</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="n">low</span> <span class="o">=</span> <span class="n">middle</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">val</span> <span class="o">&gt;</span> <span class="n">v2</span><span class="p">:</span>
+                <span class="n">high</span> <span class="o">=</span> <span class="n">middle</span> <span class="o">-</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="kc">False</span></div>
+
+
+<div class="viewcode-block" id="Graph.getAllVertices">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllVertices">[docs]</a>
+    <span class="k">def</span> <span class="nf">getAllVertices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertices</span></div>
+
+    
+<div class="viewcode-block" id="Graph.getEdgeCount">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeCount">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeCount</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">edgeCount</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html
new file mode 100644
index 000000000..aedfc0181
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/sparseTriangularMatrix.html
@@ -0,0 +1,161 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI.subgraphMining.topK.sparseTriangularMatrix &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
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+        <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.sparseTriangularMatrix</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.sparseTriangularMatrix</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="SparseTriangularMatrix">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">SparseTriangularMatrix</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span> <span class="o">=</span> <span class="p">{}</span>  
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+            <span class="n">subkeys</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+            <span class="n">subkeyStr</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subkey</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">count</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">subkey</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">subkeys</span><span class="o">.</span><span class="n">items</span><span class="p">())</span>
+            <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">subkeyStr</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SparseTriangularMatrix.incrementCount">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">[docs]</a>
+    <span class="k">def</span> <span class="nf">incrementCount</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">j</span><span class="p">:</span>
+            <span class="n">key</span><span class="p">,</span> <span class="n">subkey</span> <span class="o">=</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">key</span><span class="p">,</span> <span class="n">subkey</span> <span class="o">=</span> <span class="n">j</span><span class="p">,</span> <span class="n">i</span>
+
+        <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">subkey</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">subkey</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.getSupportForItems">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSupportForItems</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">):</span>
+        <span class="n">smaller</span><span class="p">,</span> <span class="n">larger</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">smaller</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">larger</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.setSupport">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">[docs]</a>
+    <span class="k">def</span> <span class="nf">setSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+        <span class="n">smaller</span><span class="p">,</span> <span class="n">larger</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
+        
+        <span class="k">if</span> <span class="n">smaller</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">smaller</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">larger</span><span class="p">:</span> <span class="n">support</span><span class="p">}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">smaller</span><span class="p">][</span><span class="n">larger</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span></div>
+
+
+<div class="viewcode-block" id="SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentEntriesFromMatrix</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">minsup</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+            <span class="k">for</span> <span class="n">subkey</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()):</span>
+                <span class="k">if</span> <span class="n">value</span> <span class="o">&lt;</span> <span class="n">minsup</span><span class="p">:</span>
+                    <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="n">subkey</span><span class="p">]</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]:</span>
+                <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">matrix</span><span class="p">[</span><span class="n">key</span><span class="p">]</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
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+
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diff --git a/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/tkg.html b/sphinx/_build/html/_modules/PAMI/subgraphMining/topK/tkg.html
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.tkg</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.tkg</h1><div class="highlight"><pre>
+<span></span><span class="c1"># from PAMI.subgraphMining.topK import tkg as alg</span>
+
+<span class="c1"># obj = alg.TKG(iFile, k)</span>
+
+<span class="c1"># obj.startMine()</span>
+
+<span class="c1"># frequentGraphs = obj.getKSubgraphs()</span>
+
+<span class="c1"># memUSS = obj.getMemoryUSS()</span>
+
+<span class="c1"># obj.save(oFile)</span>
+
+<span class="c1"># print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="c1"># memRSS = obj.getMemoryRSS()</span>
+
+<span class="c1"># print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="c1"># run = obj.getRuntime()</span>
+
+<span class="c1"># print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="c1"># minSup = obj.getMinSupport()</span>
+
+<span class="c1"># print(&quot;Minimum support:&quot;, minSup)</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.subgraphMining.topK</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+
+<div class="viewcode-block" id="TKG">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG">[docs]</a>
+<span class="k">class</span> <span class="nc">TKG</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_TKG</span><span class="p">):</span>
+    <span class="n">ELIMINATE_INFREQUENT_VERTICES</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">EDGE_COUNT_PRUNING</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">DYNAMIC_SEARCH</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">THREADED_DYNAMIC_SEARCH</span> <span class="o">=</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">maxNumberOfEdges</span><span class="o">=</span><span class="nb">float</span><span class="p">(</span><span class="s1">&#39;inf&#39;</span><span class="p">),</span> <span class="n">outputSingleVertices</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">outputGraphIds</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">iFile</span> <span class="o">=</span> <span class="n">iFile</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputGraphIds</span> <span class="o">=</span> <span class="n">outputGraphIds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">outputSingleVertices</span> <span class="o">=</span> <span class="n">outputSingleVertices</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">=</span> <span class="n">maxNumberOfEdges</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">patternCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVertexPairsRemovedCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">skipStrategyCount</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">threadCount</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">edgeRemovedByLabel</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eliminatedWithMaxSize</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">emptyGraphsRemoved</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">=</span> <span class="mi">0</span>
+
+
+<div class="viewcode-block" id="TKG.startMine">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startMine">[docs]</a>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This Python function starts a mining process on a graph database, calculates runtime, pattern count,</span>
+<span class="sd">        and memory usage metrics.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">PriorityQueue</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">PriorityQueue</span><span class="p">()</span>
+        
+        <span class="bp">self</span><span class="o">.</span><span class="n">runtime</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="n">t1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">graphDb</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">readGraphs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">iFile</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">gSpan</span><span class="p">(</span><span class="n">graphDb</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputSingleVertices</span><span class="p">)</span>
+
+        <span class="n">t2</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">runtime</span> <span class="o">=</span> <span class="n">t2</span> <span class="o">-</span> <span class="n">t1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">patternCount</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getQueueSize</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="p">)</span>
+
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+
+
+<div class="viewcode-block" id="TKG.readGraphs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.readGraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">readGraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `readGraphs` function reads graph data from a file and constructs a list of graphs with vertices</span>
+<span class="sd">        and edges.</span>
+<span class="sd">        </span>
+<span class="sd">        :param path: This method reads the graph data from the specified file and constructs a list of graphs </span>
+<span class="sd">        represented by vertices and edges</span>
+<span class="sd">        :return: The `readGraphs` method returns a list of `_ab.Graph` objects, which represent graphs read</span>
+<span class="sd">        from the file.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">br</span><span class="p">:</span>
+            <span class="n">graphDatabase</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">gId</span> <span class="o">=</span> <span class="kc">None</span>
+
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">br</span><span class="p">:</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                <span class="k">if</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;t&quot;</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="n">vMap</span><span class="p">:</span>
+                        <span class="n">graphDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">gId</span><span class="p">,</span> <span class="n">vMap</span><span class="p">))</span>
+                        <span class="n">vMap</span> <span class="o">=</span> <span class="p">{}</span>
+                    <span class="n">gId</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()[</span><span class="mi">2</span><span class="p">])</span>
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;v&quot;</span><span class="p">):</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                    <span class="n">vId</span><span class="p">,</span> <span class="n">vLabel</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">vId</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Vertex</span><span class="p">(</span><span class="n">vId</span><span class="p">,</span> <span class="n">vLabel</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="n">line</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;e&quot;</span><span class="p">):</span>
+                    <span class="n">items</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+                    <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">eLabel</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">items</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+                    <span class="n">edge</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Edge</span><span class="p">(</span><span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">eLabel</span><span class="p">)</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+                    <span class="n">vMap</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span><span class="o">.</span><span class="n">addEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">vMap</span><span class="p">:</span>
+                <span class="n">graphDatabase</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">gId</span><span class="p">,</span> <span class="n">vMap</span><span class="p">))</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">graphCount</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">graphDatabase</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">graphDatabase</span></div>
+
+
+<div class="viewcode-block" id="TKG.save">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">oFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `save` function writes subgraph information to a file in a specific format.</span>
+<span class="sd">        </span>
+<span class="sd">        :param oFile: The `oFile` parameter in the `save` method is the file path where the output will be</span>
+<span class="sd">        saved. This method writes the subgraphs information to the specified file in a specific format</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subgraphsList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSubgraphsList</span><span class="p">()</span>
+
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">bw</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">subgraph</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">subgraphsList</span><span class="p">):</span>
+                <span class="n">sb</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">dfsCode</span> <span class="o">=</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">dfsCode</span>
+
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;t # </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> * </span><span class="si">{</span><span class="n">subgraph</span><span class="o">.</span><span class="n">support</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">ee</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 0 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e 0 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">vLabels</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getAllVLabels</span><span class="p">()</span>
+                    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">vLabel</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vLabels</span><span class="p">):</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v </span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">vLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+                        <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputGraphIds</span><span class="p">:</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;x &quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span> <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">))</span>
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="n">bw</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">sb</span><span class="p">))</span></div>
+
+
+
+<div class="viewcode-block" id="TKG.savePattern">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.savePattern">[docs]</a>
+    <span class="k">def</span> <span class="nf">savePattern</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subgraph</span><span class="p">):</span>        
+        <span class="c1"># previousMinSup = self.minSup</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="o">.</span><span class="n">put</span><span class="p">(</span><span class="n">subgraph</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="o">.</span><span class="n">qsize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">:</span>
+            <span class="k">while</span> <span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="o">.</span><span class="n">qsize</span><span class="p">()</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">k</span><span class="p">:</span>
+                <span class="n">lower</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
+
+                <span class="k">if</span> <span class="n">lower</span><span class="o">.</span><span class="n">support</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span> <span class="o">=</span> <span class="n">lower</span><span class="o">.</span><span class="n">support</span></div>
+
+
+
+<div class="viewcode-block" id="TKG.getQueueSize">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getQueueSize">[docs]</a>
+    <span class="k">def</span> <span class="nf">getQueueSize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">queue</span><span class="p">):</span>
+        <span class="n">size</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">tempQueue</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">PriorityQueue</span><span class="p">()</span>
+        
+        <span class="k">while</span> <span class="ow">not</span> <span class="n">queue</span><span class="o">.</span><span class="n">empty</span><span class="p">():</span>
+            <span class="n">item</span> <span class="o">=</span> <span class="n">queue</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
+            <span class="n">tempQueue</span><span class="o">.</span><span class="n">put</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+            <span class="n">size</span> <span class="o">+=</span> <span class="mi">1</span>
+        
+        <span class="k">while</span> <span class="ow">not</span> <span class="n">tempQueue</span><span class="o">.</span><span class="n">empty</span><span class="p">():</span>
+            <span class="n">queue</span><span class="o">.</span><span class="n">put</span><span class="p">(</span><span class="n">tempQueue</span><span class="o">.</span><span class="n">get</span><span class="p">())</span>
+        
+        <span class="k">return</span> <span class="n">size</span></div>
+
+
+<div class="viewcode-block" id="TKG.subgraphIsomorphisms">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.subgraphIsomorphisms">[docs]</a>
+    <span class="k">def</span> <span class="nf">subgraphIsomorphisms</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">):</span>
+        <span class="n">isoms</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">startLabel</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getEeList</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">vLabel1</span>
+        <span class="k">for</span> <span class="n">vId</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">findAllWithLabel</span><span class="p">(</span><span class="n">startLabel</span><span class="p">):</span>
+            <span class="n">isoms</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="mi">0</span><span class="p">:</span> <span class="n">vId</span><span class="p">})</span>
+        
+        <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getEeList</span><span class="p">():</span>
+            <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">eLabel</span> <span class="o">=</span> <span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="p">,</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span>
+            <span class="n">updateIsoms</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">iso</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                <span class="n">mappedV1</span> <span class="o">=</span> <span class="n">iso</span><span class="p">[</span><span class="n">v1</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">v1</span> <span class="o">&lt;</span> <span class="n">v2</span><span class="p">:</span>
+                    <span class="n">mappedVertices</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">iso</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                    <span class="k">for</span> <span class="n">mappedV2</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">v2Label</span> <span class="o">==</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span> <span class="ow">and</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span> <span class="ow">and</span> <span class="n">eLabel</span> <span class="o">==</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">()):</span>
+                            <span class="n">tempIso</span> <span class="o">=</span> <span class="n">iso</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                            <span class="n">tempIso</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span> <span class="o">=</span> <span class="n">mappedV2</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span>
+                            <span class="n">updateIsoms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tempIso</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mappedV2</span> <span class="o">=</span> <span class="n">iso</span><span class="p">[</span><span class="n">v2</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="n">g</span><span class="o">.</span><span class="n">isNeighboring</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="p">)</span> <span class="ow">and</span> <span class="n">eLabel</span> <span class="o">==</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV1</span><span class="p">,</span> <span class="n">mappedV2</span><span class="p">):</span>
+                        <span class="n">updateIsoms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">iso</span><span class="p">)</span>
+            <span class="n">isoms</span> <span class="o">=</span> <span class="n">updateIsoms</span>
+        <span class="k">return</span> <span class="n">isoms</span></div>
+
+
+
+
+<div class="viewcode-block" id="TKG.rightMostPathExtensionsFromSingle">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensionsFromSingle">[docs]</a>
+    <span class="k">def</span> <span class="nf">rightMostPathExtensionsFromSingle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">):</span>
+        <span class="n">gid</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="p">{}</span>
+    
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">isEmpty</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="n">v1Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v1</span><span class="p">)</span>
+                    <span class="n">v2Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v2</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">v1Label</span> <span class="o">&lt;</span> <span class="n">v2Label</span><span class="p">:</span>
+                        <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                    <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee1</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">rightMost</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMost</span><span class="p">()</span>
+            <span class="n">isoms</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">subgraphIsomorphisms</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">iso</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                <span class="n">invertedIsom</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">iso</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+                <span class="n">mappedRm</span> <span class="o">=</span> <span class="n">iso</span><span class="p">[</span><span class="n">rightMost</span><span class="p">]</span>
+                <span class="n">mappedRmLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">):</span>
+                    <span class="n">invertedX</span> <span class="o">=</span> <span class="n">invertedIsom</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                    <span class="k">if</span> <span class="n">invertedX</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">onRightMostPath</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c</span><span class="o">.</span><span class="n">containEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">):</span>
+                        <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">,</span> <span class="n">mappedRmLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                        <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+                <span class="n">mappedVertices</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">iso</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMostPath</span><span class="p">():</span>
+                    <span class="n">mappedV</span> <span class="o">=</span> <span class="n">iso</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+                    <span class="n">mappedVLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span><span class="p">:</span>
+                            <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">rightMost</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mappedVLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                            <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">gid</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">extensions</span></div>
+
+
+<div class="viewcode-block" id="TKG.rightMostPathExtensions">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensions">[docs]</a>
+    <span class="k">def</span> <span class="nf">rightMostPathExtensions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">):</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="p">{}</span>
+    
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">isEmpty</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">graphId</span> <span class="ow">in</span> <span class="n">graphIds</span><span class="p">:</span>
+                <span class="n">g</span> <span class="o">=</span> <span class="n">graphDB</span><span class="p">[</span><span class="n">graphId</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">EDGE_COUNT_PRUNING</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">&gt;=</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeCount</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="k">for</span> <span class="n">vertex</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">vertex</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                        <span class="n">v1Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v1</span><span class="p">)</span>
+                        <span class="n">v2Label</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">v2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">v1Label</span> <span class="o">&lt;</span> <span class="n">v2Label</span><span class="p">:</span>
+                            <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">ee1</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">v2Label</span><span class="p">,</span> <span class="n">v1Label</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">())</span>
+                        <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee1</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">graphId</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">rightMost</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMost</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">graphId</span> <span class="ow">in</span> <span class="n">graphIds</span><span class="p">:</span>
+                <span class="n">g</span> <span class="o">=</span> <span class="n">graphDB</span><span class="p">[</span><span class="n">graphId</span><span class="p">]</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">EDGE_COUNT_PRUNING</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">&gt;=</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeCount</span><span class="p">():</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">pruneByEdgeCount</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="k">continue</span>
+                <span class="n">isoms</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">subgraphIsomorphisms</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">isom</span> <span class="ow">in</span> <span class="n">isoms</span><span class="p">:</span>
+                    <span class="n">invertedIsom</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">isom</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+                    <span class="n">mappedRm</span> <span class="o">=</span> <span class="n">isom</span><span class="p">[</span><span class="n">rightMost</span><span class="p">]</span>
+                    <span class="n">mappedRmLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">):</span>
+                        <span class="n">invertedX</span> <span class="o">=</span> <span class="n">invertedIsom</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                        <span class="k">if</span> <span class="n">invertedX</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">c</span><span class="o">.</span><span class="n">onRightMostPath</span><span class="p">(</span><span class="n">invertedX</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c</span><span class="o">.</span><span class="n">containEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">):</span>
+                            <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">rightMost</span><span class="p">,</span> <span class="n">invertedX</span><span class="p">,</span> <span class="n">mappedRmLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedRm</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                            <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                    <span class="n">mappedVertices</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">isom</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                    <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">getRightMostPath</span><span class="p">():</span>
+                        <span class="n">mappedV</span> <span class="o">=</span> <span class="n">isom</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
+                        <span class="n">mappedVLabel</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">)</span>
+                        <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllNeighbors</span><span class="p">(</span><span class="n">mappedV</span><span class="p">):</span>
+                            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mappedVertices</span><span class="p">:</span>
+                                <span class="n">ee</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">rightMost</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mappedVLabel</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">g</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(</span><span class="n">mappedV</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">getId</span><span class="p">()))</span>
+                                <span class="n">extensions</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">ee</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+        <span class="k">return</span> <span class="n">extensions</span></div>
+
+
+
+
+<div class="viewcode-block" id="TKG.gSpan">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gSpan">[docs]</a>
+    <span class="k">def</span> <span class="nf">gSpan</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">outputFrequentVertices</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTICES</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">findAllOnlyOneVertex</span><span class="p">(</span><span class="n">graphDB</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">)</span>
+        
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDB</span><span class="p">:</span>
+            <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+    
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeInfrequentVertexPairs</span><span class="p">(</span><span class="n">graphDB</span><span class="p">)</span>
+    
+        <span class="n">graphIds</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">g</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">graphDB</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">g</span><span class="o">.</span><span class="n">vertices</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">vertices</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexList</span><span class="p">()</span>
+    
+                <span class="n">graphIds</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">g</span><span class="o">.</span><span class="n">precalculateVertexNeighbors</span><span class="p">()</span>
+                <span class="n">g</span><span class="o">.</span><span class="n">precalculateLabelsToVertices</span><span class="p">()</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">emptyGraphsRemoved</span> <span class="o">+=</span> <span class="mi">1</span>
+    
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">outputFrequentVertices</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">DYNAMIC_SEARCH</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">gspanDynamicDFS</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">(),</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">)</span>
+                
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">THREADED_DYNAMIC_SEARCH</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">startThreads</span><span class="p">(</span><span class="n">graphDB</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">)</span>
+
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">while</span> <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="p">:</span>
+                        <span class="n">candidate</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                            <span class="k">continue</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">gspanDynamicDFS</span><span class="p">(</span><span class="n">candidate</span><span class="o">.</span><span class="n">dfsCode</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">candidate</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">gspanDfs</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">(),</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TKG.startThreads">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startThreads">[docs]</a>
+    <span class="k">def</span> <span class="nf">startThreads</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">candidates</span><span class="p">,</span> <span class="n">minSup</span><span class="p">):</span>
+        <span class="n">threads</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">threadCount</span><span class="p">):</span>
+            <span class="n">thread</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DfsThread</span><span class="p">(</span><span class="n">graphDB</span><span class="p">,</span> <span class="n">candidates</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
+            <span class="n">thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
+            <span class="n">threads</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">thread</span><span class="p">)</span>
+    
+        <span class="k">for</span> <span class="n">thread</span> <span class="ow">in</span> <span class="n">threads</span><span class="p">:</span>
+            <span class="n">thread</span><span class="o">.</span><span class="n">join</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="TKG.gspanDfs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDfs">[docs]</a>
+    <span class="k">def</span> <span class="nf">gspanDfs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">subgraphId</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="n">extensions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPathExtensions</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">subgraphId</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">extension</span><span class="p">,</span> <span class="n">newGraphIds</span> <span class="ow">in</span> <span class="n">extensions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">newGraphIds</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                <span class="n">newC</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="n">newC</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">extension</span><span class="p">)</span>
+    
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">isCanonical</span><span class="p">(</span><span class="n">newC</span><span class="p">):</span>
+                    <span class="n">subgraph</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">FrequentSubgraph</span><span class="p">(</span><span class="n">newC</span><span class="p">,</span> <span class="n">newGraphIds</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">subgraph</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">gspanDfs</span><span class="p">(</span><span class="n">newC</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">newGraphIds</span><span class="p">)</span></div>
+
+
+    
+<div class="viewcode-block" id="TKG.gspanDynamicDFS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDynamicDFS">[docs]</a>
+    <span class="k">def</span> <span class="nf">gspanDynamicDFS</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxNumberOfEdges</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span>
+
+        <span class="n">extensions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPathExtensions</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">graphIds</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">extension</span><span class="p">,</span> <span class="n">newGraphIds</span> <span class="ow">in</span> <span class="n">extensions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">support</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">newGraphIds</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">support</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                <span class="n">newC</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="n">newC</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">extension</span><span class="p">)</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">isCanonical</span><span class="p">(</span><span class="n">newC</span><span class="p">):</span>
+                    <span class="n">subgraph</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">FrequentSubgraph</span><span class="p">(</span><span class="n">newC</span><span class="p">,</span> <span class="n">newGraphIds</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">savePattern</span><span class="p">(</span><span class="n">subgraph</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">registerAsCandidate</span><span class="p">(</span><span class="n">subgraph</span><span class="p">)</span></div>
+
+    
+<div class="viewcode-block" id="TKG.registerAsCandidate">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.registerAsCandidate">[docs]</a>
+    <span class="k">def</span> <span class="nf">registerAsCandidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subgraph</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">candidates</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="o">-</span><span class="n">subgraph</span><span class="o">.</span><span class="n">support</span><span class="p">,</span> <span class="n">subgraph</span><span class="p">))</span></div>
+
+
+    
+<div class="viewcode-block" id="TKG.isCanonical">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.isCanonical">[docs]</a>
+    <span class="k">def</span> <span class="nf">isCanonical</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">:</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">):</span>
+        <span class="n">canC</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">size</span><span class="p">):</span>
+            <span class="n">extensions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rightMostPathExtensionsFromSingle</span><span class="p">(</span><span class="n">canC</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">Graph</span><span class="p">(</span><span class="n">c</span><span class="p">))</span>
+            <span class="n">minEe</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">extensions</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">ee</span><span class="o">.</span><span class="n">smallerThan</span><span class="p">(</span><span class="n">minEe</span><span class="p">):</span>
+                    <span class="n">minEe</span> <span class="o">=</span> <span class="n">ee</span>
+
+            <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">minEe</span><span class="o">.</span><span class="n">smallerThan</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">getAt</span><span class="p">(</span><span class="n">i</span><span class="p">)):</span>
+                <span class="k">return</span> <span class="kc">False</span>
+            
+            <span class="k">if</span> <span class="n">minEe</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">canC</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">minEe</span><span class="p">)</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="TKG.Pair">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.Pair">[docs]</a>
+    <span class="k">class</span> <span class="nc">Pair</span><span class="p">:</span>
+        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">x</span> <span class="o">&lt;</span> <span class="n">y</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">x</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">y</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span>
+
+        <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">TKG</span><span class="o">.</span><span class="n">Pair</span><span class="p">):</span>
+                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">x</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">y</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+        <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="mi">100</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span></div>
+
+
+
+<div class="viewcode-block" id="TKG.findAllOnlyOneVertex">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.findAllOnlyOneVertex">[docs]</a>
+    <span class="k">def</span> <span class="nf">findAllOnlyOneVertex</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">,</span> <span class="n">outputFrequentVertices</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">labelM</span> <span class="o">=</span> <span class="p">{}</span> 
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDB</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">getNonPrecalculatedAllVertices</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="n">vLabel</span> <span class="o">=</span> <span class="n">v</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+                    <span class="n">labelM</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">vLabel</span><span class="p">,</span> <span class="nb">set</span><span class="p">())</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+        <span class="k">for</span> <span class="n">label</span><span class="p">,</span> <span class="n">tempSupG</span> <span class="ow">in</span> <span class="n">labelM</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>                
+            <span class="n">sup</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tempSupG</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">sup</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">frequentVertexLabels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">outputFrequentVertices</span><span class="p">:</span>
+                    <span class="n">tempD</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">DfsCode</span><span class="p">()</span>
+                    <span class="n">tempD</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">ExtendedEdge</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">frequentSubgraphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">FrequentSubgraph</span><span class="p">(</span><span class="n">tempD</span><span class="p">,</span> <span class="n">tempSupG</span><span class="p">,</span> <span class="n">sup</span><span class="p">))</span>
+            <span class="k">elif</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTICES</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">graphId</span> <span class="ow">in</span> <span class="n">tempSupG</span><span class="p">:</span>
+                    <span class="n">g</span> <span class="o">=</span> <span class="n">graphDB</span><span class="p">[</span><span class="n">graphId</span><span class="p">]</span>
+                    <span class="n">g</span><span class="o">.</span><span class="n">removeInfrequentLabel</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVerticesRemovedCount</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="TKG.removeInfrequentVertexPairs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.removeInfrequentVertexPairs">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeInfrequentVertexPairs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">graphDB</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+            <span class="n">matrix</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">SparseTriangularMatrix</span><span class="p">()</span>
+            <span class="n">alreadySeenPair</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+            <span class="n">mapEdgeLabelToSupport</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">alreadySeenEdgeLabel</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDB</span><span class="p">:</span>
+            <span class="n">vertices</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllVertices</span><span class="p">()</span>
+
+            <span class="k">for</span> <span class="n">v1</span> <span class="ow">in</span> <span class="n">vertices</span><span class="p">:</span>
+                <span class="n">labelV1</span> <span class="o">=</span> <span class="n">v1</span><span class="o">.</span><span class="n">getLabel</span><span class="p">()</span>
+
+                <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">v1</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">():</span>
+                    <span class="n">v2</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                    <span class="n">labelV2</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+
+                    <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+                        <span class="n">pair</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Pair</span><span class="p">(</span><span class="n">labelV1</span><span class="p">,</span> <span class="n">labelV2</span><span class="p">)</span>
+                        <span class="k">if</span> <span class="n">pair</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadySeenPair</span><span class="p">:</span>
+                            <span class="n">matrix</span><span class="o">.</span><span class="n">incrementCount</span><span class="p">(</span><span class="n">labelV1</span><span class="p">,</span> <span class="n">labelV2</span><span class="p">)</span>
+                            <span class="n">alreadySeenPair</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pair</span><span class="p">)</span>
+
+                    <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+                        <span class="n">edgeLabel</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">()</span>
+                        <span class="k">if</span> <span class="n">edgeLabel</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">alreadySeenEdgeLabel</span><span class="p">:</span>
+                            <span class="n">alreadySeenEdgeLabel</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">edgeLabel</span><span class="p">)</span>
+                            <span class="n">edgeSupport</span> <span class="o">=</span> <span class="n">mapEdgeLabelToSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">edgeLabel</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                            <span class="n">mapEdgeLabelToSupport</span><span class="p">[</span><span class="n">edgeLabel</span><span class="p">]</span> <span class="o">=</span> <span class="n">edgeSupport</span> <span class="o">+</span> <span class="mi">1</span>
+
+            <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span><span class="p">:</span>
+                <span class="n">alreadySeenPair</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+                <span class="n">alreadySeenEdgeLabel</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span><span class="p">:</span>
+            <span class="n">matrix</span><span class="o">.</span><span class="n">removeInfrequentEntriesFromMatrix</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span> <span class="ow">or</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">graphDB</span><span class="p">:</span>
+                <span class="n">vertices</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getAllVertices</span><span class="p">()</span>
+
+                <span class="k">for</span> <span class="n">v1</span> <span class="ow">in</span> <span class="n">vertices</span><span class="p">:</span>
+                    <span class="n">iterEdges</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getEdgeList</span><span class="p">())</span>
+                    <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="n">iterEdges</span><span class="p">:</span>
+                        <span class="n">v2</span> <span class="o">=</span> <span class="n">edge</span><span class="o">.</span><span class="n">another</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getId</span><span class="p">())</span>
+                        <span class="n">labelV2</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">getVLabel</span><span class="p">(</span><span class="n">v2</span><span class="p">)</span>
+                        <span class="n">count</span> <span class="o">=</span> <span class="n">matrix</span><span class="o">.</span><span class="n">getSupportForItems</span><span class="p">(</span><span class="n">v1</span><span class="o">.</span><span class="n">getLabel</span><span class="p">(),</span> <span class="n">labelV2</span><span class="p">)</span>
+
+                        <span class="k">if</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_VERTEX_PAIRS</span> <span class="ow">and</span> <span class="n">count</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                            <span class="n">v1</span><span class="o">.</span><span class="n">removeEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">infrequentVertexPairsRemoved</span> <span class="o">+=</span> <span class="mi">1</span>
+
+                        <span class="k">elif</span> <span class="n">TKG</span><span class="o">.</span><span class="n">ELIMINATE_INFREQUENT_EDGE_LABELS</span> <span class="ow">and</span> \
+                                <span class="n">mapEdgeLabelToSupport</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">edge</span><span class="o">.</span><span class="n">getEdgeLabel</span><span class="p">(),</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span><span class="p">:</span>
+                            <span class="n">v1</span><span class="o">.</span><span class="n">removeEdge</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">edgeRemovedByLabel</span> <span class="o">+=</span> <span class="mi">1</span></div>
+
+
+<div class="viewcode-block" id="TKG.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="TKG.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="TKG.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">runtime</span></div>
+
+    
+<div class="viewcode-block" id="TKG.getMinSupport">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMinSupport">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMinSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">minSup</span></div>
+
+    
+<div class="viewcode-block" id="TKG.getKSubgraphs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getKSubgraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">getKSubgraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">subgraphsList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSubgraphsList</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">subgraph</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">subgraphsList</span><span class="p">):</span>
+            <span class="n">sb</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">dfsCode</span> <span class="o">=</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">dfsCode</span>
+
+            <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;t # </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> * </span><span class="si">{</span><span class="n">subgraph</span><span class="o">.</span><span class="n">support</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">ee</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 0 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel1</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">vLabel2</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e 0 1 </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">vLabels</span> <span class="o">=</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">getAllVLabels</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">vLabel</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vLabels</span><span class="p">):</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;v </span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">vLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">ee</span> <span class="ow">in</span> <span class="n">dfsCode</span><span class="o">.</span><span class="n">eeList</span><span class="p">:</span>
+                    <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;e </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v1</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">v2</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">ee</span><span class="o">.</span><span class="n">edgeLabel</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputGraphIds</span><span class="p">:</span>
+                <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;x &quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span> <span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">subgraph</span><span class="o">.</span><span class="n">setOfGraphsIds</span><span class="p">))</span>
+            <span class="n">sb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">sb</span><span class="p">))</span></div>
+
+
+
+<div class="viewcode-block" id="TKG.getSubgraphs">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getSubgraphs">[docs]</a>
+    <span class="k">def</span> <span class="nf">getSubgraphs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Creates a copy of the queue&#39;s contents without emptying the original queue.&quot;&quot;&quot;</span>
+        <span class="n">subgraphsList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kSubgraphs</span><span class="o">.</span><span class="n">queue</span><span class="p">)</span>
+        <span class="n">subgraphsList</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">sg</span><span class="p">:</span> <span class="n">sg</span><span class="o">.</span><span class="n">support</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">subgraphsList</span></div>
+</div>
+
+
+
+    
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
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+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.subgraphMining.topK.vertex</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.subgraphMining.topK.vertex</h1><div class="highlight"><pre>
+<div class="viewcode-block" id="Vertex">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex">[docs]</a>
+<span></span><span class="k">class</span> <span class="nc">Vertex</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">id</span><span class="p">,</span> <span class="n">vLabel</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="nb">id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span> <span class="o">=</span> <span class="n">vLabel</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="o">=</span> <span class="p">[]</span>  
+
+<div class="viewcode-block" id="Vertex.addEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.addEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">addEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">edge</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getId">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getId">[docs]</a>
+    <span class="k">def</span> <span class="nf">getId</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getLabel">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getLabel">[docs]</a>
+    <span class="k">def</span> <span class="nf">getLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span></div>
+
+
+<div class="viewcode-block" id="Vertex.getEdgeList">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getEdgeList">[docs]</a>
+    <span class="k">def</span> <span class="nf">getEdgeList</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">eList</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Vertex</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">id</span>
+
+    <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Vertex</span><span class="p">):</span>
+            <span class="k">return</span> <span class="bp">NotImplemented</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">&lt;</span> <span class="n">other</span><span class="o">.</span><span class="n">id</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;Vertex(ID: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">id</span><span class="si">}</span><span class="s2">, Label: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">vLabel</span><span class="si">}</span><span class="s2">)&quot;</span>
+    
+<div class="viewcode-block" id="Vertex.removeEdge">
+<a class="viewcode-back" href="../../../../PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.removeEdge">[docs]</a>
+    <span class="k">def</span> <span class="nf">removeEdge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">edgeToRemove</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="o">=</span> <span class="p">[</span><span class="n">edge</span> <span class="k">for</span> <span class="n">edge</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">eList</span> <span class="k">if</span> <span class="n">edge</span> <span class="o">!=</span> <span class="n">edgeToRemove</span><span class="p">]</span></div>
+</div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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diff --git a/sphinx/_build/html/_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html b/sphinx/_build/html/_modules/PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html
new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine</h1><div class="highlight"><pre>
+<span></span><span class="c1"># VBFTMine is one of the fundamental algorithm to discover fault-tolerant frequent patterns in an uncertain transactional database based on bitset representation.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             import PAMI.uncertainFaultTolerantFrequentPattern.basic.VBFTMine as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.VBFTMine(iFile, minSup, itemSup, minLength, faultTolerance)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             faultTolerantFrequentPattern = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Fault Tolerant Frequent Patterns:&quot;, len(faultTolerantFrequentPattern))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">_np</span>
+<span class="kn">from</span> <span class="nn">PAMI.faultTolerantFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<div class="viewcode-block" id="VBFTMine">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine">[docs]</a>
+<span class="k">class</span> <span class="nc">VBFTMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_faultTolerantFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    </span>
+<span class="sd">    :Description:  VBFTMine is one of the fundamental algorithm to discover fault tolerant frequent patterns in an uncertain transactional database based on</span>
+<span class="sd">                   bitset representation.</span>
+<span class="sd">                   This program employs apriori property (or downward closure property) to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference:   Koh, JL., Yo, PW. (2005). An Efficient Approach for Mining Fault-Tolerant Frequent Patterns Based on Bit Vector Representations.</span>
+<span class="sd">                  In: Zhou, L., Ooi, B.C., Meng, X. (eds) Database Systems for Advanced Applications. DASFAA 2005. Lecture Notes in Computer Science,</span>
+<span class="sd">                  vol 3453. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11408079_51</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of uncertain Fault Tolerant FrequentFrequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of uncertain Fault Tolerant FrequentFrequent Patterns</span>
+<span class="sd">    :param  minSup: float or int or str :</span>
+<span class="sd">                    The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">                    If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">                    Otherwise, it will be treated as float.</span>
+<span class="sd">                    Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">    :param  itemSup: int or float :</span>
+<span class="sd">                    Frequency of an item</span>
+<span class="sd">    :param minLength: int</span>
+<span class="sd">                    minimum length of a pattern</span>
+<span class="sd">    :param faultTolerance: int :</span>
+<span class="sd">                    The ability of a pattern mining algorithm to handle errors or inconsistencies in the data without completely failing or producing incorrect results.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        startTime : float</span>
+<span class="sd">          To record the start time of the mining process</span>
+
+<span class="sd">        endTime : float</span>
+<span class="sd">          To record the completion time of the mining process</span>
+
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">          Storing the complete set of patterns in a dictionary variable</span>
+
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">          To store the total amount of USS memory consumed by the program</span>
+
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">          To store the total amount of RSS memory consumed by the program</span>
+
+<span class="sd">        Database : list</span>
+<span class="sd">          To store the transactions of a database in list</span>
+
+
+<span class="sd">    **Executing the code on terminal**:</span>
+<span class="sd">    ------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 VBFTMine.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;itemSup&gt; &lt;minLength&gt; &lt;faultTolerance&gt;</span>
+
+<span class="sd">       Examples usage:</span>
+
+<span class="sd">       (.venv) $ python3 VBFTMine.py sampleDB.txt patterns.txt 10.0 3.0 3 1</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in times of minSup and count of database transactions</span>
+
+
+<span class="sd">    **Sample run of the importing code**:</span>
+<span class="sd">    --------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+<span class="sd">    </span>
+<span class="sd">            import PAMI.faultTolerantFrequentPattern.basic.VBFTMine as alg</span>
+
+<span class="sd">            obj = alg.VBFTMine(iFile, minSup, itemSup, minLength, faultTolerance)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            faultTolerantFrequentPattern = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Fault Tolerant Frequent Patterns:&quot;, len(faultTolerantFrequentPattern))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, obj.getMemoryUSS())</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, obj.getMemoryRSS())</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, obj.getRuntime())</span>
+
+<span class="sd">    **Credits**:</span>
+<span class="sd">    ------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_itemSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minLength</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_faultTolerance</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_plist</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                                <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_plist</span><span class="p">:</span>
+                                    <span class="bp">self</span><span class="o">.</span><span class="n">_plist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_Count</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tids</span><span class="p">):</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tids</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">_save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">suffix</span><span class="p">,</span> <span class="n">tidsetx</span><span class="p">):</span>
+        <span class="k">if</span> <span class="p">(</span><span class="n">prefix</span> <span class="o">==</span> <span class="kc">None</span><span class="p">):</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">suffix</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">suffix</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">prefix</span><span class="p">))</span>
+        <span class="n">prefix</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">val</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Count</span><span class="p">(</span><span class="n">tidsetx</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">prefix</span><span class="p">)</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">prefix</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span>
+
+    <span class="k">def</span> <span class="nf">_processEquivalenceClass</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">itemsets</span><span class="p">,</span> <span class="n">tidsets</span><span class="p">):</span>
+        <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemsets</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="n">itemsets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">tidi</span> <span class="o">=</span> <span class="n">tidsets</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">tidi</span><span class="p">)</span>
+            <span class="k">return</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemsets</span><span class="p">)):</span>
+            <span class="n">itemx</span> <span class="o">=</span> <span class="n">itemsets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="p">(</span><span class="n">itemx</span> <span class="o">==</span> <span class="kc">None</span><span class="p">):</span>
+                <span class="k">continue</span>
+            <span class="n">tidsetx</span> <span class="o">=</span> <span class="n">tidsets</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">classItemsets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">classtidsets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">itemsetx</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemx</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">itemsets</span><span class="p">)):</span>
+                <span class="n">itemj</span> <span class="o">=</span> <span class="n">itemsets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidsetj</span> <span class="o">=</span> <span class="n">tidsets</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">_np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">tidsetx</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">_np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">tidsetj</span><span class="p">))</span>
+                <span class="n">total</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Count</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">total</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="n">classItemsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemj</span><span class="p">)</span>
+                    <span class="n">classtidsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classItemsets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">):</span>
+                <span class="n">newprefix</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemsetx</span><span class="p">))</span> <span class="o">+</span> <span class="n">prefix</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">newprefix</span><span class="p">,</span> <span class="n">classItemsets</span><span class="p">,</span> <span class="n">classtidsets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">itemsetx</span><span class="p">)),</span> <span class="n">tidsetx</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_oneLengthFrequentItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the one Length items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">Vector</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">items</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_plist</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">Vector</span><span class="p">:</span>
+                    <span class="n">Vector</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">count</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">Vector</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">count</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">Vector</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">v</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Count</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span><span class="p">:</span>
+                <span class="n">items</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">Vector</span><span class="p">,</span> <span class="n">items</span>
+
+<div class="viewcode-block" id="VBFTMine.startMine">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.mine">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Frequent pattern mining process will start from here</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_itemSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minLength</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minLength</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_faultTolerance</span><span class="p">)</span>
+        <span class="n">Vector</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_oneLengthFrequentItems</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+            <span class="n">itemx</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">tidsetx</span> <span class="o">=</span> <span class="n">Vector</span><span class="p">[</span><span class="n">itemx</span><span class="p">]</span>
+            <span class="n">itemsetx</span> <span class="o">=</span> <span class="p">[</span><span class="n">itemx</span><span class="p">]</span>
+            <span class="n">itemsets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">tidsets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">plist</span><span class="p">)):</span>
+                <span class="n">itemj</span> <span class="o">=</span> <span class="n">plist</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+                <span class="n">tidsetj</span> <span class="o">=</span> <span class="n">Vector</span><span class="p">[</span><span class="n">itemj</span><span class="p">]</span>
+                <span class="n">y1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">_np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">tidsetx</span><span class="p">)</span> <span class="o">|</span> <span class="n">_np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">tidsetj</span><span class="p">))</span>
+                <span class="n">total</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Count</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">total</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                    <span class="n">itemsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">itemj</span><span class="p">)</span>
+                    <span class="n">tidsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">itemsets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_processEquivalenceClass</span><span class="p">(</span><span class="n">itemsetx</span><span class="p">,</span> <span class="n">itemsets</span><span class="p">,</span> <span class="n">tidsets</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_save</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">itemsetx</span><span class="p">,</span> <span class="n">tidsetx</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fault-Tolerant Frequent patterns were generated successfully using VBFTMine algorithm &quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.getMemoryUSS">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.getMemoryRSS">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.getRuntime">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataFrame</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">s</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataFrame</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="c1"># dataFrame = dataFrame.replace(r&#39;\r+|\n+|\t+&#39;,&#39; &#39;, regex=True)</span>
+        <span class="k">return</span> <span class="n">dataFrame</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.save">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.getPatterns">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="VBFTMine.printResults">
+<a class="viewcode-back" href="../../../PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">VBFTMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span>  <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span>
+                            <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">7</span><span class="p">],)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">VBFTMine</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">VBFTMine</span><span class="p">(</span><span class="s1">&#39;/Users/Likhitha/Downloads/fault/sample4.txt&#39;</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">printResults</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatternsAsDataFrame</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.uncertainFrequentPattern.basic.CUFPTree</li>
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+             
+  <h1>Source code for PAMI.uncertainFrequentPattern.basic.CUFPTree</h1><div class="highlight"><pre>
+<span></span><span class="c1"># CUFPTree is one of the fundamental algorithm to discover frequent patterns in a uncertain transactional database using CUFP-Tree</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.uncertainFrequentPattern.basic import CUFPTree as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.CUFPTree(iFile, minSup,oFile,sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.uncertainFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Tuple</span>
+
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+<span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+
+<span class="k">class</span> <span class="nc">_Item</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the item with probability in transaction of dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or word</span>
+<span class="sd">            Represents the name of the item</span>
+<span class="sd">        probability : float</span>
+<span class="sd">            Represent the existential probability(likelihood presence) of an item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">probability</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        probability : int</span>
+<span class="sd">            To maintain the expected support of node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalPattern(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        conditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        adding transaction into tree</span>
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPattern</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        constructing conditional tree from prefixPaths</span>
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param sup : support of prefixPath taken at last child of the path</span>
+<span class="sd">        :type sup : int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction, support and constructs the conditional tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">sup</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">sup</span>
+
+    <span class="k">def</span> <span class="nf">conditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates all the conditional patterns of respective node</span>
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : _Node</span>
+<span class="sd">        :return: Tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method generates conditional patterns of node by traversing the tree</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with frequent items</span>
+
+<span class="sd">        :param condPatterns : conditionalPatterns generated from conditionalPattern method for respective node</span>
+<span class="sd">        :type condPatterns : list</span>
+<span class="sd">        :support : the support of conditional pattern in tree</span>
+<span class="sd">        :support : int</span>
+<span class="sd">        :return: Tuple consist of patterns,support and updated Dictionary</span>
+<span class="sd">        :rtype: Tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">count</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">count</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">updatedDict</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">support</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_finalPatterns</span><span class="p">,</span> <span class="n">minSup</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">))):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">s</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">s</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPattern</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">support</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+<div class="viewcode-block" id="CUFPTree">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree">[docs]</a>
+<span class="k">class</span> <span class="nc">CUFPTree</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">  </span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: It is one of the fundamental algorithm to discover frequent patterns in a uncertain transactional database using CUFP-Tree.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">        Chun-Wei Lin Tzung-PeiHong, &#39;new mining approach for uncertain databases using CUFP trees&#39;,</span>
+<span class="sd">        Expert Systems with Applications, Volume 39, Issue 4, March 2012, Pages 4084-4093, https://doi.org/10.1016/j.eswa.2011.09.087</span>
+<span class="sd">    </span>
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Uncertain Frequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain frequent patterns</span>
+<span class="sd">    :param  minSup: int or float or str :</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup: float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-length frequent patterns from database</span>
+<span class="sd">        updateTransactions()</span>
+<span class="sd">            Update the transactions by removing non-frequent items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from this function</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    --------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 CUFPTree.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">       Example Usage:</span>
+
+<span class="sd">       (.venv) $ python3 CUFPTree.py sampleTDB.txt patterns.txt 3</span>
+
+
+
+<span class="sd">               .. note:: minSup  will be considered in support count or frequency</span>
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.uncertainFrequentPattern.basic import CUFPTree as alg</span>
+
+<span class="sd">            obj = alg.CUFPTree(iFile, minSup)v</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+
+<span class="sd">        The complete program was written by  P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+<span class="sd">&quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the uncertain transactional dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                        <span class="n">i1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span>
+                        <span class="n">i2</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">i1</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="n">i1</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span><span class="n">i2</span><span class="p">])</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                                <span class="n">i1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span>
+                                <span class="n">i2</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span>
+                                <span class="n">item</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">i1</span><span class="p">]</span>
+                                <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="n">i1</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span><span class="n">i2</span><span class="p">])</span>
+                                <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">dict</span><span class="p">,</span> <span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Takes the self.Database and calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :param self.Database : it represents the one self.Database in database</span>
+<span class="sd">        :type self.Database : list</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">plist</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Tree&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the self.Database and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data : it represents the one self.Database in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        :return: Dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from self.Database and updates the self.Database with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list2</span> <span class="o">=</span> <span class="n">basket</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the presence of item or pattern in transaction</span>
+
+<span class="sd">        :param x: it represents the pattern</span>
+<span class="sd">        :type x : list</span>
+<span class="sd">        :param i : represents the uncertain self.Database</span>
+<span class="sd">        :type i : list</span>
+<span class="sd">        :return: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method taken a transaction as input and returns the tree</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">m</span> <span class="o">==</span> <span class="n">n</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type minSup value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_removeFalsePositives</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To remove the false positive patterns generated in frequent patterns.</span>
+
+<span class="sd">        :return: patterns with accurate probability</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_finalPatterns</span>
+        <span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="n">check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">check</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                                <span class="n">s</span> <span class="o">*=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">periods</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">+=</span> <span class="n">s</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+
+<div class="viewcode-block" id="CUFPTree.startMine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.mine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database1</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">Tree1</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_removeFalsePositives</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Uncertain Frequent patterns were successfully generated using CUFPTree algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+
+<div class="viewcode-block" id="CUFPTree.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.save">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="CUFPTree.printResults">
+<a class="viewcode-back" href="../../../../PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Uncertain Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CUFPTree</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">CUFPTree</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Uncertain Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html b/sphinx/_build/html/_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html
new file mode 100644
index 000000000..da005ca49
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+++ b/sphinx/_build/html/_modules/PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html
@@ -0,0 +1,957 @@
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth</li>
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+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># GFPGrowth algorithm is used to discover geo-referenced frequent patterns in a uncertain transactional database using GFP-Tree.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.uncertainGeoreferencedFrequentPattern.basic import GFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.GFPGrowth(iFile, nFile, minSup,sep, oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">PAMI.uncertainGeoreferencedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_neighbourList</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+<span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+
+
+<span class="k">class</span> <span class="nc">_Item</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the item with probability in transaction of dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or word</span>
+<span class="sd">            Represents the name of the item</span>
+<span class="sd">        probability : float</span>
+<span class="sd">            Represent the existential probability(likelihood presence) of an item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">probability</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        probability : int</span>
+<span class="sd">            To maintain the expected support of node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalPattern(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        conditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">nei</span> <span class="o">=</span> <span class="n">_neighbourList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">nei</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="k">break</span>
+                    <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">nei</span><span class="p">:</span>
+                        <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPattern</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">sup</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        constructing conditional tree from prefixPaths</span>
+
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param sup : support of prefixPath taken at last child of the path</span>
+<span class="sd">        :type sup : int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction, support and constructs the conditional tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">sup</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">sup</span>
+
+    <span class="k">def</span> <span class="nf">conditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of respective node</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : _Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method generates conditional patterns of node by traversing the tree</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">j</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">item</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">_neighbourList</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">j</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="c1">#print(_neighbourList.get(j))</span>
+                    <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">_neighbourList</span><span class="p">[</span><span class="n">j</span><span class="p">]:</span>
+                        <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with frequent items</span>
+
+<span class="sd">        :param condPatterns : conditionalPatterns generated from conditionalPattern method for respective node</span>
+<span class="sd">        :type condPatterns : list</span>
+<span class="sd">        :support : the support of conditional pattern in tree</span>
+<span class="sd">        :support : int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">minSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">count</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">count</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">updatedDict</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">support</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_finalPatterns</span><span class="p">,</span> <span class="n">minSup</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">))):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">s</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">s</span> <span class="o">&gt;=</span> <span class="n">minSup</span><span class="p">:</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPattern</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">support</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="GFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">GFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_frequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: GFPGrowth algorithm is used to discover geo-referenced frequent patterns in a uncertain transactional database using GFP-Tree.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">         Palla Likhitha,Pamalla Veena, Rage, Uday Kiran, Koji Zettsu (2023).</span>
+<span class="sd">         &quot;Discovering Geo-referenced Frequent Patterns in Uncertain Geo-referenced</span>
+<span class="sd">         Transactional Databases&quot;.  PAKDD 2023.</span>
+<span class="sd">         https://doi.org/10.1007/978-3-031-33380-4_3</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of uncertain Geo referenced Frequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain Geo referenced frequent patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup: float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        savePatterns(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-length frequent patterns from database</span>
+<span class="sd">        updateTransactions()</span>
+<span class="sd">            Update the transactions by removing non-frequent items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from this function</span>
+
+<span class="sd">    **Executing the code on terminal**:</span>
+<span class="sd">    ------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 GFPGrowth.py &lt;inputFile&gt; &lt;neighborFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">       Examples usage:</span>
+
+<span class="sd">       (.venv) $ python3 GFPGrowth.py sampleTDB.txt sampleNeighbor.txt patterns.txt 3</span>
+
+
+<span class="sd">               .. note:: minSup  will be considered in support count or frequency</span>
+<span class="sd">    </span>
+<span class="sd">    **Sample run of importing the code**:</span>
+<span class="sd">    ----------------------------------------</span>
+<span class="sd">     .. code-block:: python</span>
+
+<span class="sd">            from PAMI.uncertainGeoreferencedFrequentPattern.basic import GFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.GFPGrowth(iFile, nFile, minSup)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">        </span>
+<span class="sd">    **Credits**:</span>
+<span class="sd">    -------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the uncertain transactional dataset</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="n">temp1</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">uncertain</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">())</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)):</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="n">temp1</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="c1">#temp1[0], temp1[1] = [i for i in temp1[0] if i], [i for i in temp1[1] if i]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span><span class="p">]</span>
+                            <span class="n">uncertain</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">())</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span><span class="p">]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)):</span>
+                                <span class="n">item</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                                <span class="n">probability</span> <span class="o">=</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                                <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    
+    <span class="k">def</span> <span class="nf">_creatingNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the uncertain transactional dataset</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span>
+        <span class="n">_neighbourList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">temp</span><span class="p">:</span>
+                        <span class="n">i1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span>
+                        <span class="n">i2</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">i1</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="n">i1</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span><span class="n">i2</span><span class="p">])</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">_neighbourList</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Takes the self.Database and calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :param self.Database : it represents the one self.Database in database</span>
+<span class="sd">        :type self.Database : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">plist</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the self.Database and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data : it represents the one self.Database in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from self.Database and updates the self.Database with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list2</span> <span class="o">=</span> <span class="n">basket</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the presence of item or pattern in transaction</span>
+
+<span class="sd">        :param x: it represents the pattern</span>
+<span class="sd">        :type x : list</span>
+<span class="sd">        :param i : represents the uncertain self.Database</span>
+<span class="sd">        :type i : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method taken a transaction as input and returns the tree</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">m</span> <span class="o">==</span> <span class="n">n</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type minSup value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_removeFalsePositives</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To remove the false positive patterns generated in frequent patterns.</span>
+
+<span class="sd">        :return: patterns with accurate probability</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_finalPatterns</span>
+        <span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="n">check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">check</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                                <span class="n">s</span> <span class="o">*=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">periods</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">+=</span> <span class="n">s</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+
+<div class="viewcode-block" id="GFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingNeighbours</span><span class="p">()</span>
+        <span class="c1"># self._minSup = self._convert(self._minSup)</span>
+        <span class="n">minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database1</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">Tree1</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_removeFalsePositives</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Geo-Referenced Frequent patterns were generated from uncertain databases successfully using GFP algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="GFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+    
+<div class="viewcode-block" id="GFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;patterns.txt&quot;</span><span class="p">)</span>
+        <span class="n">memUSS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">memUSS</span><span class="p">)</span>
+        <span class="n">memRSS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">memRSS</span><span class="p">)</span>
+        <span class="n">run</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">run</span><span class="p">)</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">GFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">GFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
+
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diff --git a/sphinx/_build/html/_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html b/sphinx/_build/html/_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html
new file mode 100644
index 000000000..af5ddae9b
--- /dev/null
+++ b/sphinx/_build/html/_modules/PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html
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+<!DOCTYPE html>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UPFPGrowth is used to discover periodic-frequent patterns in an uncertain temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.uncertainPeriodicFrequentPattern.basic import UPFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.UPFPGrowth(iFile, minSup, maxPer)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.mine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">PAMI.uncertainPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span>
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">__maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">__first</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_last</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">__lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="c1">#rank = {}</span>
+<span class="c1">#periodic = {}</span>
+
+<span class="k">class</span> <span class="nc">_Item</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the item with probability in transaction of dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int or word</span>
+<span class="sd">            Represents the name of the item</span>
+<span class="sd">        probability: float</span>
+<span class="sd">            Represent the existential probability(likelihood presence) of an item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">probability</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">probability</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        probability: int</span>
+<span class="sd">            To maintain the expected support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+<span class="sd">        timeStamps: list</span>
+<span class="sd">            To maintain the timeStamps of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children details to parent node</span>
+
+<span class="sd">        :param node: children node</span>
+<span class="sd">        :return: updated parent node children</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">def</span> <span class="nf">_printTree</span><span class="p">(</span><span class="n">root</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To print the details of tree</span>
+
+<span class="sd">    :param root: root node of the tree</span>
+<span class="sd">    :return: details of tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">children</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">timeStamps</span><span class="p">)</span>
+        <span class="n">_printTree</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        addTransactions(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalTransaction(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        conditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from</span>
+<span class="sd">            prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node generatePatterns(Node) starts from the root node of the tree and mines the frequent patterns</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">&#39;_Item&#39;</span><span class="p">],</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: the timestamp of transaction</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">max</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">ts</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">sup</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Constructing conditional tree from prefixPaths</span>
+
+<span class="sd">        :param transaction : it represents the one transaction in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param ts: timeStamp of a transaction</span>
+<span class="sd">        :type ts: list</span>
+<span class="sd">        :param sup : support of prefixPath taken at last child of the path</span>
+<span class="sd">        :type sup : int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">sup</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">sup</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">ts</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of respective node.</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : Node</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalTimeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalTimeStamps</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalTimeStamps</span><span class="p">,</span>
+                                                                                     <span class="n">sup</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalTimeStamps</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getPeriodAndSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">s</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]:</span>
+        <span class="k">global</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_maxPer</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="n">s</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">condTimeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">support</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with frequent items</span>
+
+<span class="sd">        :param condPatterns : conditional patterns generated from getConditionalPatterns method for respective node</span>
+<span class="sd">        :type condPatterns : list</span>
+<span class="sd">        :param condTimeStamps: timeStamps of conditional transactions</span>
+<span class="sd">        :type condTimeStamps: list</span>
+<span class="sd">        :param support : the support of conditional pattern in tree</span>
+<span class="sd">        :type support : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">condTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">condTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDict</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getPeriodAndSupport</span><span class="p">(</span><span class="n">count</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">condTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">support</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">periodic</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="n">s</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">periodic</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">s</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">support</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">periodic</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="UPFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">UPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: Basic is  to discover periodic-frequent patterns in a uncertain temporal database.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">            Uday Kiran, R., Likhitha, P., Dao, MS., Zettsu, K., Zhang, J. (2021).</span>
+<span class="sd">            Discovering Periodic-Frequent Patterns in Uncertain Temporal Databases. In:</span>
+<span class="sd">            Mantoro, T., Lee, M., Ayu, M.A., Wong, K.W., Hidayanto, A.N. (eds) Neural Information Processing.</span>
+<span class="sd">            ICONIP 2021. Communications in Computer and Information Science, vol 1516. Springer, Cham.</span>
+<span class="sd">            https://doi.org/10.1007/978-3-030-92307-5_83</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Uncertain Periodic Frequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain Periodic Frequent patterns</span>
+<span class="sd">    :param  minSup: float:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  maxper: float :</span>
+<span class="sd">                   where maxPer represents the maximum periodicity threshold value specified by the user.</span>
+
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of output file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep: str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS: float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS: float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime: float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime: float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        _lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        PeriodicFrequentOneItem()</span>
+<span class="sd">            Extracts the one-periodic-frequent patterns from database</span>
+<span class="sd">        updateTransaction()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            To convert the user specified value</span>
+<span class="sd">        removeFalsePositives()</span>
+<span class="sd">            To remove the false positives in generated patterns</span>
+
+<span class="sd">    **Executing the code on terminal**:</span>
+<span class="sd">    --------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Example Usage:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py sampleTDB.txt patterns.txt 0.3 4</span>
+
+
+<span class="sd">               .. note:: minSup and maxPer will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.uncertainPeriodicFrequentPattern.basic import UPFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.UPFPGrowth(iFile, minSup, maxPer)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits**:</span>
+<span class="sd">    -------------</span>
+
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">&quot;&quot;&quot;</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_periodic</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">_columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="p">)):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">:])):</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="c1">#count += 1</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">:])):</span>
+                                <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                                <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                                <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_periodicFrequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Takes the transactions and calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+<span class="sd">        :return: Tuple</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">j</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="nb">round</span><span class="p">(</span><span class="n">j</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+            <span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">plist</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_check</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="n">List</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the presence of item or pattern in transaction</span>
+
+<span class="sd">        :param x: it represents the pattern</span>
+<span class="sd">        :type x : list</span>
+<span class="sd">        :param i : represents the uncertain transactions</span>
+<span class="sd">        :type i : list</span>
+<span class="sd">        :return: value</span>
+<span class="sd">        :rtype: int</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">m</span> <span class="o">==</span> <span class="n">n</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_getPeriodAndSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">s</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate periodicity of timeStamps</span>
+
+<span class="sd">        :param s: support of a pattern</span>
+<span class="sd">        :param timeStamps: timeStamps of a pattern</span>
+<span class="sd">        :return: periodicity and Support</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">__lno</span><span class="p">,</span> <span class="n">_maxPer</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="n">s</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Tree&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the transactions and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data: it represents the one transaction in database</span>
+<span class="sd">        :type data: list</span>
+<span class="sd">        :param info: it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransactions</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from transactions and updates the transactions with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_removeFalsePositives</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        :return: Removes the false positive patterns in generated patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="n">check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span> <span class="n">x</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">check</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                                <span class="n">s</span> <span class="o">*=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">periods</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="n">s</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+
+<div class="viewcode-block" id="UPFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns</span>
+<span class="sd">        by counting the original support of a patterns.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns</span>
+<span class="sd">        by counting the original support of a patterns.</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_first</span><span class="p">,</span> <span class="n">_last</span><span class="p">,</span> <span class="n">periodic</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span>
+        <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodicFrequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTrans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTrans</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">Tree1</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_removeFalsePositives</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic frequent patterns were generated successfully using UPFP algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s1">&#39;_ab._pd.DataFrame&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Uncertain Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPFPGrowth</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Uncertain Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus</li>
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+             
+  <h1>Source code for PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus</h1><div class="highlight"><pre>
+<span></span><span class="c1"># UPFPGrowthPlus is used to discover periodic-frequent patterns in an uncertain temporal database.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.uncertainPeriodicFrequentPattern.basic import UPFPGrowthPlus as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.UPFPGrowthPlus(iFile, minSup, maxPer)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             periodicFrequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of uncertain Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+
+<span class="kn">from</span> <span class="nn">PAMI.uncertainPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.uncertainPeriodicFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_first</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_last</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+
+
+<span class="k">class</span> <span class="nc">_Item</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the item with probability in transaction of dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">    item : int or string</span>
+<span class="sd">        Represents the name of the item</span>
+<span class="sd">    probability : float</span>
+<span class="sd">        Represent the existential probability(likelihood presence) of an item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">probability</span>
+
+
+<div class="viewcode-block" id="printTree">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.printTree">[docs]</a>
+<span class="k">def</span> <span class="nf">printTree</span><span class="p">(</span><span class="n">root</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    To print the tree with nodes with item name, probability, timestamps, and second probability respectively.</span>
+
+<span class="sd">    Attributes:</span>
+
+<span class="sd">    :param root: Node</span>
+<span class="sd">    :return: print all Tree with nodes with items, probability, parent item, timestamps, second probability respectively.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">children</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">tids</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">secondProbability</span><span class="p">)</span>
+        <span class="n">printTree</span><span class="p">(</span><span class="n">y</span><span class="p">)</span></div>
+
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        probability : int</span>
+<span class="sd">            To maintain the expected support of node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">secondProbability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">p</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add children details to parent node</span>
+
+<span class="sd">        :param node: children node</span>
+<span class="sd">        :return: update parent node children</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    Attributes:</span>
+
+<span class="sd">        root: Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries: dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info: dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in Tree</span>
+<span class="sd">        addConditionalTransaction(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        getConditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents the one transaction in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param tid : the timestamp of transaction</span>
+<span class="sd">        :type tid : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">secondProbability</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">secondProbability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">secondProbability</span><span class="p">)</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">temp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">temp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">round</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">nn</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">round</span><span class="p">(</span><span class="n">nn</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">tid</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">probability</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Constructing conditional tree from prefixPaths</span>
+
+<span class="sd">        :param transaction : it represents the one transaction in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param tid : timestamps of a pattern or transaction in tree</span>
+<span class="sd">        :param tid : list</span>
+<span class="sd">        :param sup : support of prefixPath taken at last child of the path</span>
+<span class="sd">        :type sup : int</span>
+<span class="sd">        :para probability : highest existential probability value among all periodic-frequent items</span>
+<span class="sd">        :type probability : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">sup</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">secondProbability</span> <span class="o">=</span> <span class="n">probability</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">k</span> <span class="o">=</span> <span class="n">k</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">sup</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">secondProbability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">probability</span><span class="p">,</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">secondProbability</span><span class="p">)</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">conditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of respective node</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : Node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">prob</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">TimeStamps</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">p</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">secondProbability</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+                <span class="n">prob</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">prob</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">TimeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">TimeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getPeriodAndSupport</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">TimeStamps</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the periodicity of given timestamps</span>
+
+<span class="sd">        :param support: support of pattern</span>
+<span class="sd">        :param TimeStamps: timmeStamps of a pattern</span>
+<span class="sd">        :return: support and period</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxPer</span>
+        <span class="k">global</span> <span class="n">_lno</span>
+        <span class="n">TimeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="n">support</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">TimeStamps</span><span class="p">)):</span>
+            <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">TimeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">per</span> <span class="o">&gt;</span> <span class="n">_maxPer</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">TimeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="n">per</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">probability</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with frequent items</span>
+
+<span class="sd">        :param conditionalPatterns : conditional patterns generated from conditionalPatterns() method for respective node</span>
+<span class="sd">        :type conditionalPatterns : list</span>
+<span class="sd">        :param conditionalTimeStamps : timestamps of respective conditional timestamps</span>
+<span class="sd">        :type conditionalTimeStamps : list</span>
+<span class="sd">        :param support : the support of conditional pattern in tree</span>
+<span class="sd">        :type support : list</span>
+<span class="sd">        :para probability : highest existential probability value among all periodic-frequent items</span>
+<span class="sd">        :type probability : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">TimeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">prob</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDict</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getPeriodAndSupport</span><span class="p">(</span><span class="n">count</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_maxPer</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">TimeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">support</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">prob</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">probability</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">TimeStamps</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">,</span> <span class="n">periodic</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :para periodic : occurring at intervals</span>
+<span class="sd">        :type periodic : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">secProb</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="n">kk</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">k</span> <span class="o">&lt;=</span> <span class="mi">2</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">+=</span> <span class="n">x</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">elif</span> <span class="n">x</span><span class="o">.</span><span class="n">k</span> <span class="o">&gt;=</span> <span class="mi">3</span><span class="p">:</span>
+                    <span class="n">n</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">probability</span> <span class="o">*</span> <span class="nb">pow</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">secondProbability</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">k</span> <span class="o">-</span> <span class="mi">2</span><span class="p">))</span>
+                    <span class="n">s</span> <span class="o">+=</span> <span class="n">n</span>
+            <span class="n">periodic</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">periodic</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">s</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">periodic</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">TimeStamps</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">probability</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPatterns</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">TimeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">support</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">probability</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">periodic</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+<div class="viewcode-block" id="UPFPGrowthPlus">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus">[docs]</a>
+<span class="k">class</span> <span class="nc">UPFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_periodicFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: Basic Plus is  to discover periodic-frequent patterns in a uncertain temporal database.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">          Palla Likhitha, Rage Veena,Rage Uday Kiran, Koji Zettsu, Masashi Toyoda, Philippe Fournier-Viger, (2023). </span>
+<span class="sd">          UPFP-growth++: An Efficient Algorithm to Find Periodic-Frequent Patterns in Uncertain Temporal Databases. </span>
+<span class="sd">          ICONIP 2022. Communications in Computer and Information Science, vol 1792. Springer, Singapore.</span>
+<span class="sd">          https://doi.org/10.1007/978-981-99-1642-9_16</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Uncertain Periodic Frequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Uncertain Periodic Frequent patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  maxper: floot :</span>
+<span class="sd">                   where maxPer represents the maximum periodicity threshold value specified by the user.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile: file</span>
+<span class="sd">            Name of the Input file or path of input file</span>
+<span class="sd">        oFile: file</span>
+<span class="sd">            Name of the output file or path of output file</span>
+<span class="sd">        minSup: int or float or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        maxPer: int or float or str</span>
+<span class="sd">            The user can specify maxPer either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of maxPer is integer, then it treats maxPer is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: maxPer=10 will be treated as integer, while maxPer=10.0 will be treated as float</span>
+<span class="sd">        sep: str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS: float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS: float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime: float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime: float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database: list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport: Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno: int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree: class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount: int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns: dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        savePatterns(oFile)</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of periodic-frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        updateDatabases()</span>
+<span class="sd">            Update the database by removing aperiodic items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+<span class="sd">        PeriodicFrequentOneItems()</span>
+<span class="sd">            To extract the one-length periodic-frequent items</span>
+
+<span class="sd">    **Executing the code on terminal**:</span>
+<span class="sd">    --------------------------------------------</span>
+
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 UPFPGrowthPlus.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;maxPer&gt;</span>
+
+<span class="sd">       Examples Usage:</span>
+
+<span class="sd">       (.venv) $ python3 UPFPGrowthPlus.py sampleTDB.txt patterns.txt 0.3 4</span>
+
+
+<span class="sd">               .. note:: minSup and maxPer will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.uncertainPeriodicFrequentPattern import UPFPGrowthPlus as alg</span>
+
+<span class="sd">            obj = alg.UPFPGrowthPlus(iFile, minSup, maxPer)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            periodicFrequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of uncertain Periodic Frequent Patterns:&quot;, len(periodicFrequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+
+<span class="sd">    **Credits**:</span>
+<span class="sd">    --------------</span>
+<span class="sd">        The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.\n</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_maxPer</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_periodic</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">ts</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;TS&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">ts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;TS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="n">ts</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">k</span><span class="p">)):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">:])):</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="mi">1</span><span class="p">:])):</span>
+                                <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                                <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                                <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">+=</span> <span class="mi">1</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_PeriodicFrequentOneItems</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Takes the transactions and calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">first</span><span class="p">,</span> <span class="n">last</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">n</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">j</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="nb">abs</span><span class="p">(</span><span class="mi">0</span> <span class="o">-</span> <span class="n">n</span><span class="p">),</span> <span class="n">n</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="nb">round</span><span class="p">(</span><span class="n">j</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">2</span><span class="p">]))</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+            <span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="nb">round</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="mi">2</span><span class="p">),</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span>
+                      <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">plist</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span>
+
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the transactions and support of each item and construct the main tree with setting root node as null</span>
+
+<span class="sd">        :param data : it represents the one transaction in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+            <span class="c1">#printTree(rootNode)</span>
+            <span class="c1">#print(&quot;....&quot;)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from transactions and updates the transactions with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="k">def</span> <span class="nf">_Check</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the presence of item or pattern in transaction</span>
+
+<span class="sd">        :param x: it represents the pattern</span>
+<span class="sd">        :type x : list</span>
+<span class="sd">        :param i : represents the uncertain transactions</span>
+<span class="sd">        :type i : list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">m</span> <span class="o">==</span> <span class="n">n</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+
+<span class="sd">        To convert the given user specified value</span>
+
+<span class="sd">        :param value: user specified value</span>
+<span class="sd">        :return: converted value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_removeFalsePositives</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To remove false positives in generated patterns</span>
+<span class="sd">        :return: original patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="n">check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Check</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span> <span class="n">x</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">check</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+                            <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                                <span class="n">s</span> <span class="o">*=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">periods</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="n">s</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">y</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_minSup</span><span class="p">:</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+        <span class="c1">#print(&quot;Total false patterns generated:&quot;, len(self._periodic) - count)</span>
+
+<div class="viewcode-block" id="UPFPGrowthPlus.startMine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.mine">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Main method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_first</span><span class="p">,</span> <span class="n">_last</span><span class="p">,</span> <span class="n">_lno</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">_minSup</span><span class="p">,</span> <span class="n">_maxPer</span><span class="p">,</span> <span class="n">_lno</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maxPer</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_PeriodicFrequentOneItems</span><span class="p">()</span>
+        <span class="n">updatedTrans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">root</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTrans</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">root</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([],</span> <span class="bp">self</span><span class="o">.</span><span class="n">_periodic</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_removeFalsePositives</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Periodic Frequent patterns were generated successfully using UPFP-Growth++ algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function.</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">,</span> <span class="s1">&#39;Periodicity&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.save">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="UPFPGrowthPlus.printResults">
+<a class="viewcode-back" href="../../../../PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Uncertain Periodic-Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">UPFPGrowthPlus</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="n">_Patterns</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_Patterns</span><span class="p">))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">savePatterns</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="c1"># print(ap.getPatternsAsDataFrame())</span>
+        <span class="n">_memUSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_memUSS</span><span class="p">)</span>
+        <span class="n">_memRSS</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_memRSS</span><span class="p">)</span>
+        <span class="n">_run</span> <span class="o">=</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_run</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
+  <hr/>
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diff --git a/sphinx/_build/html/_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html b/sphinx/_build/html/_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html
new file mode 100644
index 000000000..ddc2a4b10
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+++ b/sphinx/_build/html/_modules/PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth</h1><div class="highlight"><pre>
+<span></span><span class="c1"># SWFPGrowth is an algorithm to mine the weighted spatial frequent patterns in spatiotemporal databases.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># -------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.weightFrequentNeighbourhoodPattern.basic import SWFPGrowth as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.SWFPGrowth(iFile, wFile, nFile, minSup, minWeight, sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.weightedFrequentNeighbourhoodPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Iterable</span>
+
+<span class="n">_minWS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_neighbourList</span> <span class="o">=</span> <span class="p">{}</span>
+
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_WeightedItem</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the weight of the item</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item: str</span>
+<span class="sd">            storing item of the frequent pattern</span>
+<span class="sd">        weight: float</span>
+<span class="sd">            stores the weight of the item</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">weight</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="n">weight</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="s1">&#39;_Node&#39;</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param node: Children node.</span>
+<span class="sd">        :type node: Node</span>
+<span class="sd">        :return: Updates the children nodes and parent nodes</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minWS</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_WeightedItem</span><span class="p">],</span> <span class="n">count</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param count: frequency of item</span>
+<span class="sd">        :type count: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span><span class="p">,</span> <span class="n">_rank</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="n">wei</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span>
+            <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">wei</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">weight</span>
+                <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="n">wei</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">weight</span> <span class="o">+=</span> <span class="n">wei</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPattern</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">_WeightedItem</span><span class="p">],</span> <span class="n">count</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param count: frequency of item</span>
+<span class="sd">        :type count: int</span>
+<span class="sd">        :return : None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span><span class="p">,</span> <span class="n">_rank</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="n">wei</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span>
+            <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">wei</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">weight</span>
+                <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="n">wei</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">_rank</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">weight</span> <span class="o">+=</span> <span class="n">wei</span>
+
+    <span class="k">def</span> <span class="nf">printTree</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">root</span><span class="p">:</span> <span class="n">_Node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To print the details of tree</span>
+
+<span class="sd">        :param root: root node of the tree</span>
+<span class="sd">        :return: details of tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">root</span><span class="o">.</span><span class="n">children</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">children</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="c1">#print(y.itemId, y.parent.itemId, y.freq, y.weight)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">printTree</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+
+
+    <span class="k">def</span> <span class="nf">getFinalConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the conditional patterns for a node</span>
+
+<span class="sd">        :param alpha: node to generate conditional patterns</span>
+<span class="sd">        :return: returns conditional patterns, frequency of each item in conditional patterns</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalFreq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">global</span> <span class="n">_neighbourList</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">weight</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">in</span> <span class="n">_neighbourList</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">itemId</span><span class="p">]:</span>
+                    <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalFreq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getConditionalTransactions</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">]],</span> <span class="n">conditionalFreq</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_Node</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the frequency of items in conditional patterns and sorting the patterns</span>
+
+<span class="sd">        :param ConditionalPatterns: paths of a node</span>
+<span class="sd">        :param conditionalFreq: frequency of each item in the path</span>
+<span class="sd">        :return: conditional patterns and frequency of each item in transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_rank</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">+=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data1</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minWS</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">up_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">freq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">up_dict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Iterable</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="nb">float</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the frequent patterns</span>
+
+<span class="sd">        :param prefix: an empty list</span>
+<span class="sd">        :return: Frequent patterns that are extracted from fp-tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minWS</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">))):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFinalConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPattern</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">freq</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+
+
+<div class="viewcode-block" id="SWFPGrowth">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth">[docs]</a>
+<span class="k">class</span> <span class="nc">SWFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_weightedFrequentSpatialPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: SWFPGrowth is an algorithm to mine the weighted spatial frequent patterns in spatiotemporal databases.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">        R. Uday Kiran, P. P. C. Reddy, K. Zettsu, M. Toyoda, M. Kitsuregawa and P. Krishna Reddy,</span>
+<span class="sd">        &quot;Discovering Spatial Weighted Frequent Itemsets in Spatiotemporal Databases,&quot; 2019 International</span>
+<span class="sd">        Conference on Data Mining Workshops (ICDMW), 2019, pp. 987-996, doi: 10.1109/ICDMW.2019.00143.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of weighted Frequent Neighbourhood Patterns.</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of weighted Frequent Neighbourhood Patterns.</span>
+<span class="sd">    :param  minSup: int or str or float:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  maxper: floot :</span>
+<span class="sd">                   where maxPer represents the maximum periodicity threshold value specified by the user.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        minWS: float or int or str</span>
+<span class="sd">            The user can specify minWS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minWS is integer, then it treats minWS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minWS=10 will be treated as integer, while minWS=10.0 will be treated as float</span>
+<span class="sd">        minWeight: float or int or str</span>
+<span class="sd">            The user can specify minWeight either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minWeight is integer, then it treats minWeight is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minWeight=10 will be treated as integer, while minWeight=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods :</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 SWFPGrowth.py &lt;inputFile&gt; &lt;weightFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;minWeight&gt;</span>
+
+<span class="sd">       Example usage :</span>
+
+<span class="sd">       (.venv) $ python3 SWFPGrowth.py sampleDB.txt weightFile.txt patterns.txt 10  2</span>
+
+
+<span class="sd">               .. note:: minSup will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.weightFrequentNeighbourhoodPattern.basic import SWFPGrowth as alg</span>
+
+<span class="sd">            obj = alg.SWFPGrowth(iFile, wFile, nFile, minSup, minWeight, seperator)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getmemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    --------------</span>
+<span class="sd">    The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Weights</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_minWS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_neighbourList</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">nFile</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">],</span> <span class="n">minWS</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">nFile</span><span class="p">,</span> <span class="n">minWS</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">)):</span>
+                                <span class="n">we</span> <span class="o">=</span> <span class="n">_WeightedItem</span><span class="p">(</span><span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">we</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_scanNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">data</span><span class="p">,</span> <span class="n">items</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;item&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Neighbours&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">[</span><span class="s1">&#39;Neighbours&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_nFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found2&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        to convert the type of user specified minWS value</span>
+
+<span class="sd">        :param value: user specified minWS value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxWeight</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tr</span><span class="p">:</span>
+                <span class="n">nn</span> <span class="o">=</span> <span class="p">[</span><span class="n">j</span> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">tr</span> <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">]]</span>
+                <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">weight</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">weight</span>
+                <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">nn</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">+=</span> <span class="n">k</span><span class="o">.</span><span class="n">weight</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minWS</span><span class="p">}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">__updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_WeightedItem</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                  rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">basket</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">__buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">_WeightedItem</span><span class="p">]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transactions</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+<span class="sd">        :param info: support details of each item in transactions.</span>
+<span class="sd">        :return: transactions compressed in fp-tree.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">__savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+<span class="sd">        :return: patterns with original item names.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="SWFPGrowth.startMine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return : None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.mine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return : None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minWS</span><span class="p">,</span> <span class="n">_neighbourList</span><span class="p">,</span> <span class="n">_rank</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minWS</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_scanNeighbours</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minWS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minWS</span><span class="p">)</span>
+        <span class="n">_minWS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minWS</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">_rank</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">_neighbourList</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_neighbourList</span>
+        <span class="c1">#self._neighbourList = {k:v for k, v in self._neighbourList.items() if k in self._mapSupport.keys()}</span>
+        <span class="c1"># for x, y in self._neighbourList.items():</span>
+        <span class="c1">#     xx = [self.__rank[i] for i in y if i in self._mapSupport.keys()]</span>
+        <span class="c1">#     _neighbourList[self.__rank[x]] = xx</span>
+        <span class="c1"># print(_neighbourList)</span>
+        <span class="n">__Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">__Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Weighted Frequent patterns were generated successfully using SWFPGrowth algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.save">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="SWFPGrowth.printResults">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Weighted Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SWFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">],</span>
+                             <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">7</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">SWFPGrowth</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">_ap</span> <span class="o">=</span> <span class="n">SWFPGrowth</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;neighbourSample.txt&#39;</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Spatial Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;output.txt&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
+          </div>
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+
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new file mode 100644
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.weightedFrequentPattern.basic.WFIM</li>
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+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.weightedFrequentPattern.basic.WFIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># WFMiner is one of the fundamental algorithm to discover weighted frequent patterns in a transactional database.</span>
+<span class="c1"># It stores the database in compressed fp-tree decreasing the memory usage and extracts the</span>
+<span class="c1"># patterns from tree.It employs downward closure property to  reduce the search space effectively.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># ----------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.weightFrequentPattern.basic import basic as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.basic(iFile, wFile, minSup, minWeight)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             frequentPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.savePatterns(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.weightedFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Generator</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+
+<span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_minWeight</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_miniWeight</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_maxWeight</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">itemId</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="s1">&#39;_Node&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieving the child from the tree</span>
+
+<span class="sd">        :param node: Children node</span>
+<span class="sd">        :type node: Node</span>
+<span class="sd">        :return: Updates the children nodes and parent nodes</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">itemId</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minSup</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">count</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction: it represents the one transaction in database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param count: frequency of item</span>
+<span class="sd">        :type count: int</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># This method takes transaction as input and returns the tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">=</span> <span class="n">count</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">freq</span> <span class="o">+=</span> <span class="n">count</span>
+
+    <span class="k">def</span> <span class="nf">getFinalConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the conditional patterns for a node</span>
+
+<span class="sd">        :param alpha: node to generate conditional patterns</span>
+<span class="sd">        :return: returns conditional patterns, frequency of each item in conditional patterns</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalFreq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">freq</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">itemId</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalFreq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalFreq</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getConditionalTransactions</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">conditionalFreq</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the frequency of items in conditional patterns and sorting the patterns</span>
+
+<span class="sd">        :param ConditionalPatterns: paths of a node</span>
+<span class="sd">        :param conditionalFreq: frequency of each item in the path</span>
+<span class="sd">        :return: conditional patterns and frequency of each item in transactions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_miniWeight</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ConditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalFreq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">up_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">data1</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span> <span class="o">*</span> <span class="n">_miniWeight</span> <span class="o">&gt;</span> <span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ConditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">up_dict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">up_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">freq</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalFreq</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">up_dict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="nb">int</span><span class="p">],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To generate the frequent patterns</span>
+
+<span class="sd">        :param prefix: an empty list</span>
+<span class="sd">        :return: Frequent patterns that are extracted from fp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_miniWeight</span><span class="p">,</span> <span class="n">_maxWeight</span><span class="p">,</span> <span class="n">_minWeight</span><span class="p">,</span> <span class="n">_minSup</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">patterns</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getFinalConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+            <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">freq</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                    <span class="k">yield</span> <span class="n">q</span>
+
+
+<div class="viewcode-block" id="WFIM">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM">[docs]</a>
+<span class="k">class</span> <span class="nc">WFIM</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_weightedFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description:</span>
+<span class="sd">       * WFMiner is one of the fundamental algorithm to discover weighted frequent patterns in a transactional database.</span>
+<span class="sd">       * It stores the database in compressed fp-tree decreasing the memory usage and extracts the patterns from tree.It employs employs downward closure property to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference :</span>
+<span class="sd">           U. Yun and J. J. Leggett, “Wfim: weighted frequent itemset mining with a weight range and a minimum weight,”</span>
+<span class="sd">           in Proceedings of the 2005 SIAM International Conference on Data Mining. SIAM, 2005, pp. 636–640.</span>
+<span class="sd">           https://epubs.siam.org/doi/pdf/10.1137/1.9781611972757.76</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of weighted Frequent Patterns.</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of weighted Frequent Patterns.</span>
+<span class="sd">    :param  minSup: str or int or float:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+
+
+<span class="sd">    :Attributes :</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        minSup: float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        minWeight: float or int or str</span>
+<span class="sd">            The user can specify minWeight either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minWeight is integer, then it treats minWeight is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minWeight=10 will be treated as integer, while minWeight=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods :</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">       Format:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py &lt;inputFile&gt; &lt;weightFile&gt; &lt;outputFile&gt; &lt;minSup&gt; &lt;minWeight&gt;</span>
+
+<span class="sd">       Example Usage:</span>
+
+<span class="sd">       (.venv) $ python3 basic.py sampleDB.txt weightSample.txt patterns.txt 10.0 3.4</span>
+
+
+<span class="sd">               .. note:: minSup and maxPer will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.weightFrequentPattern.basic import basic as alg</span>
+
+<span class="sd">            obj = alg.basic(iFile, wFile, minSup, minWeight)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            frequentPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(frequentPatterns))</span>
+
+<span class="sd">            obj.savePatterns(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getmemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------------</span>
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="n">__startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">__tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">__rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">__rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">wFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minSup</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">minWeight</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sep</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">minSup</span><span class="p">,</span> <span class="n">minWeight</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="c1"># print(len(temp))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_scanningWeights</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the weights of the variables in input file in a weights variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_weights</span>
+        <span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">items</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;weights&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">weights</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;weights&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">weights</span><span class="p">)):</span>
+                <span class="n">_weights</span><span class="p">[</span><span class="n">items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">_weights</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">s</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+                            <span class="n">_weights</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">s</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">__convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value.</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">__frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_maxWeight</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">and</span> <span class="n">v</span> <span class="o">*</span> <span class="n">_maxWeight</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">}</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">__updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+<span class="sd">        :Example: oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">                    rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">list2</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">__buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]],</span> <span class="n">info</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="s1">&#39;_Tree&#39;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transactions</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+<span class="sd">        :param info: support details of each item in transactions.</span>
+<span class="sd">        :return: Transactions compressed in fp-tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">__savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+<span class="sd">        :return: patterns with original item names.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="WFIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WFIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_minSup</span><span class="p">,</span> <span class="n">_minWeight</span><span class="p">,</span> <span class="n">_miniWeight</span><span class="p">,</span> <span class="n">_maxWeight</span><span class="p">,</span> <span class="n">_weights</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_scanningWeights</span><span class="p">()</span>
+        <span class="n">_weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">_weights</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_minWeight</span><span class="p">}</span>
+        <span class="n">_maxWeight</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">_weights</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="n">_miniWeight</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">_weights</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span><span class="p">)</span>
+        <span class="n">_minSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_minSup</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">__rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">__Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">__Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Weighted Frequent patterns were generated successfully using basic algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+
+<div class="viewcode-block" id="WFIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="WFIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function.</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="WFIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process.</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">__startTime</span></div>
+
+
+<div class="viewcode-block" id="WFIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe.</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="WFIM.save">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file.</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WFIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process.</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">__finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="WFIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Weighted Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+        
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WFIM</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WFIM</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+          <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner</li>
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+             
+  <h1>Source code for PAMI.weightedFrequentRegularPattern.basic.WFRIMiner</h1><div class="highlight"><pre>
+<span></span><span class="c1"># WFRIMiner is one of the fundamental algorithm to discover weighted frequent regular patterns in a transactional database.</span>
+<span class="c1"># It stores the database in compressed WFRI-tree decreasing the memory usage and extracts the patterns from tree.It employs downward closure property to  reduce the search space effectively.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.weightedFrequentRegularPattern.basic import WFRIMiner as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.WFRIMiner(iFile, WS, regularity)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             weightedFrequentRegularPatterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of Frequent Patterns:&quot;, len(weightedFrequentRegularPatterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternInDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see &lt;https://www.gnu.org/licenses/&gt;.</span>
+<span class="s2">     Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.weightedFrequentRegularPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_fp</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span>
+
+
+<span class="n">_WS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_regularity</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_lno</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+<span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_wf</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        itemId: int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        counter: int</span>
+<span class="sd">            To maintain the support of node</span>
+<span class="sd">        parent: node</span>
+<span class="sd">            To maintain the parent of node</span>
+<span class="sd">        children: list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        addChild(node)</span>
+<span class="sd">            Updates the nodes children list and parent for the given node</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializing the Node class</span>
+
+<span class="sd">        :param item: Storing the item of a node</span>
+<span class="sd">        :type item: int or None</span>
+<span class="sd">        :param children: To maintain the children of a node</span>
+<span class="sd">        :type children: dict</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To add the children to a node</span>
+
+<span class="sd">        :param node: parent node in the tree</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+<span class="sd">        root : Node</span>
+<span class="sd">            The first node of the tree set to Null.</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            Stores the nodes itemId which shares same itemId</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            frequency of items in the transactions</span>
+
+<span class="sd">    :Methods:</span>
+<span class="sd">        addTransaction(transaction, freq)</span>
+<span class="sd">            adding items of  transactions into the tree as nodes and freq is the count of nodes</span>
+<span class="sd">        getFinalConditionalPatterns(node)</span>
+<span class="sd">            getting the conditional patterns from fp-tree for a node</span>
+<span class="sd">        getConditionalPatterns(patterns, frequencies)</span>
+<span class="sd">            sort the patterns by removing the items with lower minSup</span>
+<span class="sd">        generatePatterns(prefix)</span>
+<span class="sd">            generating the patterns from fp-tree</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">tid</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding a transaction into tree</span>
+
+<span class="sd">        :param transaction: To represent the complete database</span>
+<span class="sd">        :type transaction: list</span>
+<span class="sd">        :param tid: To represent the timestamp of a database</span>
+<span class="sd">        :type tid: list</span>
+<span class="sd">        :return: pfp-growth tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+        <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">tid</span>
+
+    <span class="k">def</span> <span class="nf">getConditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates all the conditional patterns of a respective node</span>
+
+<span class="sd">        :param alpha: To represent a Node in the tree</span>
+<span class="sd">        :type alpha: Node</span>
+<span class="sd">        :param pattern: prefix of the pattern</span>
+<span class="sd">        :type alpha: list</span>
+<span class="sd">        :return: A tuple consisting of finalPatterns, conditional pattern base and information</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">finalSets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">finalSets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set1</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalDatabases</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">finalSets</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">generateTimeStamps</span><span class="p">(</span><span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get the timestamps of a node</span>
+
+<span class="sd">        :param node: A node in the tree</span>
+<span class="sd">        :return: Timestamps of a node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">finalTimeStamps</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">finalTimeStamps</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue: To represent a node in the tree</span>
+<span class="sd">        :type nodeValue: node</span>
+<span class="sd">        :return: Tree with their nodes updated with timestamps</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">timeStamps</span> <span class="o">+</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">getTimeStamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To get all the timestamps of the nodes which share same item name</span>
+
+<span class="sd">        :param alpha: Node in a tree</span>
+<span class="sd">        :return: Timestamps of a  node</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temporary</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">temporary</span> <span class="o">+=</span> <span class="n">i</span><span class="o">.</span><span class="n">timeStamps</span>
+        <span class="k">return</span> <span class="n">temporary</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">getSupportAndPeriod</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">pattern</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To calculate the periodicity and support</span>
+
+<span class="sd">        :param timeStamps: Timestamps of an item set</span>
+<span class="sd">        :type timeStamps: list</span>
+<span class="sd">        :param pattern: pattern to evaluate the weighted frequent regular or not</span>
+<span class="sd">        :type pattern: list</span>
+<span class="sd">        :return: support, periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_WS</span><span class="p">,</span> <span class="n">_regularity</span><span class="p">,</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_weights</span>
+        <span class="n">timeStamps</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">per</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">)):</span>
+            <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+            <span class="n">cur</span> <span class="o">=</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+            <span class="n">sup</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="n">per</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_lno</span> <span class="o">-</span> <span class="n">cur</span><span class="p">)</span>
+        <span class="n">l</span> <span class="o">=</span> <span class="nb">int</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+            <span class="n">l</span> <span class="o">=</span> <span class="n">l</span> <span class="o">+</span> <span class="n">_weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">wf</span> <span class="o">=</span> <span class="p">(</span><span class="n">l</span> <span class="o">/</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)))</span> <span class="o">*</span> <span class="n">sup</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">per</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">sup</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">per</span><span class="p">),</span> <span class="n">wf</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalDatabases</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conditionalPatterns</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">conditionalTimeStamps</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">pattern</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with periodic-frequent items</span>
+
+<span class="sd">        :param conditionalPatterns: conditionalPatterns generated from conditionPattern method of a respective node</span>
+<span class="sd">        :type conditionalPatterns: list</span>
+<span class="sd">        :param conditionalTimeStamps: Represents the timestamps of a conditional patterns of a node</span>
+<span class="sd">        :type conditionalTimeStamps: list</span>
+<span class="sd">        :param pattern: prefix of the pattern</span>
+<span class="sd">        :type pattern: list</span>
+<span class="sd">        :returns: Returns conditional transactions by removing non-periodic and non-frequent items</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_WS</span><span class="p">,</span> <span class="n">_regularity</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">timeStamps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">data1</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">conditionalPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">data1</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">data1</span><span class="p">:</span>
+            <span class="n">updatedDictionary</span><span class="p">[</span><span class="n">m</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getSupportAndPeriod</span><span class="p">(</span><span class="n">data1</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">pattern</span> <span class="o">+</span> <span class="p">[</span><span class="n">m</span><span class="p">])</span>
+        <span class="n">updatedDictionary</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_WS</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">_regularity</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">conditionalPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDictionary</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">updatedDictionary</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">timeStamps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">conditionalTimeStamps</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">updatedDictionary</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix: Forms the combination of items</span>
+<span class="sd">        :type prefix: list</span>
+<span class="sd">        :returns: yields patterns with their support and periodicity</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_WS</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="n">x</span><span class="p">)):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">_WS</span><span class="p">:</span>
+                <span class="k">yield</span> <span class="n">pattern</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">timeStamps</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">getConditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">pattern</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">timeStamps</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">):</span>
+                        <span class="k">yield</span> <span class="n">q</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="WFRIMiner">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner">[docs]</a>
+<span class="k">class</span> <span class="nc">WFRIMiner</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_weightedFrequentRegularPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: WFRIMiner is one of the fundamental algorithm to discover weighted frequent regular patterns in a transactional database.</span>
+<span class="sd">       * It stores the database in compressed WFRI-tree decreasing the memory usage and extracts the patterns from tree.It employs downward closure property to  reduce the search space effectively.</span>
+
+<span class="sd">    :Reference:</span>
+<span class="sd">           K. Klangwisan and K. Amphawan, &quot;Mining weighted-frequent-regular itemsets from transactional database,&quot;</span>
+<span class="sd">           2017 9th International Conference on Knowledge and Smart Technology (KST), 2017, pp. 66-71,</span>
+<span class="sd">           doi: 10.1109/KST.2017.7886090.</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Weighted Frequent Regular Patterns.</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Weighted Frequent Regular Patterns.</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  wFile: str :</span>
+<span class="sd">                This is a weighted file.</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Input file name or path of the input file</span>
+<span class="sd">        WS: float or int or str</span>
+<span class="sd">            The user can specify WS either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of WS is integer, then it treats WS is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: WS=10 will be treated as integer, while WS=10.0 will be treated as float</span>
+<span class="sd">        regularity: float or int or str</span>
+<span class="sd">            The user can specify regularity either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of regularity is integer, then it treats regularity is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: regularity=10 will be treated as integer, while regularity=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default separator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or the path of the output file</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            it represents the total no of transactions</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            it represents the Tree class</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            it represents to store the patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to an output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets()</span>
+<span class="sd">            Scans the dataset or dataframes and stores in list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-frequent patterns from transactions</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    -------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 WFRIMiner.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;weightSupport&gt; &lt;regularity&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 WFRIMiner.py sampleDB.txt patterns.txt 10 5</span>
+
+
+<span class="sd">              .. note:: WS &amp; regularity will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    ----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.weightedFrequentRegularpattern.basic import WFRIMiner as alg</span>
+
+<span class="sd">            obj = alg.WFRIMiner(iFile, WS, regularity)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            weightedFrequentRegularPatterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of Frequent Patterns:&quot;, len(weightedFrequentRegularPatterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternInDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+
+<span class="sd">    **Credits:**</span>
+<span class="sd">    ----------------</span>
+<span class="sd">             The complete program was written by P.Likhitha  under the supervision of Professor Rage Uday Kiran.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_WS</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_regularity</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_weight</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_wFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_lno</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">_tree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_rankDup</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">_wFile</span><span class="p">,</span> <span class="n">WS</span><span class="p">,</span> <span class="n">regularity</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">_wFile</span><span class="p">,</span> <span class="n">WS</span><span class="p">,</span> <span class="n">regularity</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing the complete transactions of the database/input file in a database variable</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">_items</span><span class="p">,</span> <span class="n">_weights</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">_items</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;weight&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">_weights</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;weight&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">_items</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">_items</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">_weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+                    <span class="n">quit</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generating One frequent items sets</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_lno</span><span class="p">,</span> <span class="n">_wf</span><span class="p">,</span> <span class="n">_weights</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">_owf</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]))</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">abs</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="n">_lno</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_regularity</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">gmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">values</span><span class="p">]</span> <span class="k">for</span> <span class="n">values</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">keys</span><span class="p">()])</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">_owf</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">gmax</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">_owf</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_WS</span><span class="p">}</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">*</span> <span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">_wf</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
+        <span class="n">genList</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span> <span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">genList</span><span class="p">)])</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">_weights</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span><span class="p">[</span><span class="n">x</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">genList</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Updates the items in transactions with rank of items according to their support</span>
+
+<span class="sd">        :Example:</span>
+<span class="sd">        oneLength = {&#39;a&#39;:7, &#39;b&#39;: 5, &#39;c&#39;:&#39;4&#39;, &#39;d&#39;:3}</span>
+<span class="sd">        rank = {&#39;a&#39;:0, &#39;b&#39;:1, &#39;c&#39;:2, &#39;d&#39;:3}</span>
+
+<span class="sd">        :param itemSet: list of one-frequent items</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+                <span class="n">list2</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">basket</span><span class="p">[</span><span class="mi">0</span><span class="p">:]</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">transactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Builds the tree with updated transactions</span>
+
+<span class="sd">        :param transactions: updated transactions</span>
+<span class="sd">        :param info: support details of each item in transactions</span>
+<span class="sd">        :return: transactions compressed in fp-tree</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transactions</span><span class="p">)):</span>
+            <span class="n">set1</span> <span class="o">=</span> <span class="p">[</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">transactions</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">:],</span> <span class="n">set1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_savePeriodic</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itemSet</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The duplication items and their ranks</span>
+
+<span class="sd">        :param itemSet: frequent itemSet that generated</span>
+<span class="sd">        :return: patterns with original item names.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">temp</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">itemSet</span><span class="p">:</span>
+            <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rankDup</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+        <span class="k">return</span> <span class="n">temp</span>
+
+<div class="viewcode-block" id="WFRIMiner.startMine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.mine">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        main program to start the operation</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_WS</span><span class="p">,</span> <span class="n">_regularity</span><span class="p">,</span> <span class="n">_weights</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the file path or file name:&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_WS</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Please enter the Minimum Support&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_WS</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_WS</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_regularity</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_regularity</span><span class="p">)</span>
+        <span class="n">_WS</span><span class="p">,</span> <span class="n">_regularity</span><span class="p">,</span> <span class="n">_weights</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_WS</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_regularity</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight</span>
+        <span class="n">itemSet</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="n">updatedTransactions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">itemSet</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_rankDup</span><span class="p">[</span><span class="n">y</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_rank</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">_Tree</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="n">updatedTransactions</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">patterns</span> <span class="o">=</span> <span class="n">_Tree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">patterns</span><span class="p">:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_savePeriodic</span><span class="p">(</span><span class="n">k</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span> <span class="o">=</span> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Weighted Frequent Regular patterns were generated successfully using WFRIM algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">a</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.save">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="WFRIMiner.printResults">
+<a class="viewcode-back" href="../../../../PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Weighted Frequent Regular Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WFRIMiner</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WFRIMiner</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Frequent Regular Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_fp</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span>  <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for PAMI.weightedUncertainFrequentPattern.basic.WUFIM</h1><div class="highlight"><pre>
+<span></span><span class="c1"># WUFIM is one of the algorithm to discover weighted frequent patterns in an uncertain transactional database using PUF-Tree.</span>
+<span class="c1">#</span>
+<span class="c1"># **Importing this algorithm into a python program**</span>
+<span class="c1"># --------------------------------------------------------</span>
+<span class="c1">#</span>
+<span class="c1">#</span>
+<span class="c1">#             from PAMI.weightedUncertainFrequentPattern.basic import basic as alg</span>
+<span class="c1">#</span>
+<span class="c1">#             obj = alg.basic(iFile, wFile, minSup, sep)</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.startMine()</span>
+<span class="c1">#</span>
+<span class="c1">#             Patterns = obj.getPatterns()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+<span class="c1">#</span>
+<span class="c1">#             obj.save(oFile)</span>
+<span class="c1">#</span>
+<span class="c1">#             Df = obj.getPatternsAsDataFrame()</span>
+<span class="c1">#</span>
+<span class="c1">#             memUSS = obj.getMemoryUSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             memRSS = obj.getMemoryRSS()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+<span class="c1">#</span>
+<span class="c1">#             run = obj.getRuntime()</span>
+<span class="c1">#</span>
+<span class="c1">#             print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="c1">#</span>
+
+
+
+<span class="n">__copyright__</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2"> Copyright (C)  2021 Rage Uday Kiran</span>
+
+<span class="s2">     This program is free software: you can redistribute it and/or modify</span>
+<span class="s2">     it under the terms of the GNU General Public License as published by</span>
+<span class="s2">     the Free Software Foundation, either version 3 of the License, or</span>
+<span class="s2">     (at your option) any later version.</span>
+
+<span class="s2">     This program is distributed in the hope that it will be useful,</span>
+<span class="s2">     but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
+<span class="s2">     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</span>
+<span class="s2">     GNU General Public License for more details.</span>
+
+<span class="s2">     You should have received a copy of the GNU General Public License</span>
+<span class="s2">     along with this program.  If not, see `&lt;https://www.gnu.org/licenses/&gt;`_.</span>
+<span class="s2">     </span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">PAMI.weightedUncertainFrequentPattern.basic</span> <span class="kn">import</span> <span class="n">abstract</span> <span class="k">as</span> <span class="n">_ab</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">deprecated</span> <span class="kn">import</span> <span class="n">deprecated</span>
+
+<span class="n">_expSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_expWSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+<span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">20000</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">_Item</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the item with probability in transaction of dataset</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int or word</span>
+<span class="sd">            Represents the name of the item</span>
+
+<span class="sd">        probability : float</span>
+<span class="sd">            Represent the existential probability(likelihood presence) of an item</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">probability</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">probability</span>
+
+
+<span class="k">class</span> <span class="nc">_Node</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the node of frequentPatternTree</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        item : int</span>
+<span class="sd">            storing item of a node</span>
+<span class="sd">        probability : int</span>
+<span class="sd">            To maintain the expected support of node</span>
+<span class="sd">        parent : node</span>
+<span class="sd">            To maintain the parent of every node</span>
+<span class="sd">        children : list</span>
+<span class="sd">            To maintain the children of node</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addChild(itemName)</span>
+<span class="sd">            storing the children to their respective parent nodes</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">,</span> <span class="n">children</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">item</span> <span class="o">=</span> <span class="n">item</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span> <span class="o">=</span> <span class="n">children</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">addChild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
+        <span class="n">node</span><span class="o">.</span><span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span>
+
+
+<span class="k">class</span> <span class="nc">_Tree</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class used to represent the frequentPatternGrowth tree structure</span>
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        root : Node</span>
+<span class="sd">            Represents the root node of the tree</span>
+<span class="sd">        summaries : dictionary</span>
+<span class="sd">            storing the nodes with same item name</span>
+<span class="sd">        info : dictionary</span>
+<span class="sd">            stores the support of items</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        addTransaction(transaction)</span>
+<span class="sd">            creating transaction as a branch in frequentPatternTree</span>
+<span class="sd">        addConditionalPattern(prefixPaths, supportOfItems)</span>
+<span class="sd">            construct the conditional tree for prefix paths</span>
+<span class="sd">        conditionalPatterns(Node)</span>
+<span class="sd">            generates the conditional patterns from tree for specific node</span>
+<span class="sd">        conditionalTransactions(prefixPaths,Support)</span>
+<span class="sd">            takes the prefixPath of a node and support at child of the path and extract the frequent items from prefixPaths and generates prefixPaths with items which are frequent</span>
+<span class="sd">        remove(Node)</span>
+<span class="sd">            removes the node from tree once after generating all the patterns respective to the node</span>
+<span class="sd">        generatePatterns(Node)</span>
+<span class="sd">            starts from the root node of the tree and mines the frequent patterns</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">root</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="p">{})</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="nf">addTransaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adding transaction into tree</span>
+
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">,</span> <span class="p">{})</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">]</span>
+                <span class="n">l1</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
+                <span class="n">lp</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">while</span> <span class="n">l1</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">l1</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span><span class="p">)</span>
+                    <span class="n">l1</span> <span class="o">-=</span> <span class="mi">1</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lp</span><span class="p">)</span> <span class="o">*</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">probability</span>
+
+    <span class="k">def</span> <span class="nf">addConditionalPattern</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">transaction</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        constructing conditional tree from prefixPaths</span>
+
+<span class="sd">        :param transaction : it represents the one self.Database in database</span>
+<span class="sd">        :type transaction : list</span>
+<span class="sd">        :param sup : support of prefixPath taken at last child of the path</span>
+<span class="sd">        :type sup : int</span>
+<span class="sd">        :return: None</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># This method takes transaction, support and constructs the conditional tree</span>
+        <span class="n">currentNode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">root</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
+                <span class="n">newNode</span> <span class="o">=</span> <span class="n">_Node</span><span class="p">(</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="p">{})</span>
+                <span class="n">newNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">=</span> <span class="n">sup</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">addChild</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newNode</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">newNode</span><span class="p">]</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">newNode</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">currentNode</span> <span class="o">=</span> <span class="n">currentNode</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">transaction</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
+                <span class="n">currentNode</span><span class="o">.</span><span class="n">probability</span> <span class="o">+=</span> <span class="n">sup</span>
+
+    <span class="k">def</span> <span class="nf">conditionalPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">alpha</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        generates all the conditional patterns of respective node</span>
+
+<span class="sd">        :param alpha : it represents the Node in tree</span>
+<span class="sd">        :type alpha : _Node</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># This method generates conditional patterns of node by traversing the tree</span>
+        <span class="n">finalPatterns</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">alpha</span><span class="p">]:</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">probability</span>
+            <span class="n">set2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">while</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">item</span><span class="p">)</span>
+                <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">set2</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
+                <span class="n">finalPatterns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">set2</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+        <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalTransactions</span><span class="p">(</span><span class="n">finalPatterns</span><span class="p">,</span> <span class="n">sup</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">finalPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span>
+
+    <span class="k">def</span> <span class="nf">removeNode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nodeValue</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Removing the node from tree</span>
+
+<span class="sd">        :param nodeValue : it represents the node in tree</span>
+<span class="sd">        :type nodeValue : node</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]:</span>
+            <span class="k">del</span> <span class="n">i</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="n">nodeValue</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">conditionalTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condPatterns</span><span class="p">,</span> <span class="n">support</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It generates the conditional patterns with frequent items</span>
+
+<span class="sd">        :param condPatterns : conditionalPatterns generated from conditionalPattern method for respective node</span>
+<span class="sd">        :type condPatterns : list</span>
+<span class="sd">        :support : the support of conditional pattern in tree</span>
+<span class="sd">        :support : int</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_expSup</span><span class="p">,</span> <span class="n">_expWSup</span>
+        <span class="n">pat</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">sup</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">condPatterns</span><span class="p">)):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">count</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">count</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">support</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">updatedDict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">count</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="o">&gt;=</span> <span class="n">_expSup</span><span class="p">}</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">condPatterns</span><span class="p">:</span>
+            <span class="n">p1</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">p</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">updatedDict</span><span class="p">]</span>
+            <span class="n">trans</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">p1</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">updatedDict</span><span class="p">[</span><span class="n">x</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">pat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span>
+                <span class="n">sup</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">support</span><span class="p">[</span><span class="n">count</span><span class="p">])</span>
+                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">pat</span><span class="p">,</span> <span class="n">sup</span><span class="p">,</span> <span class="n">updatedDict</span>
+
+    <span class="k">def</span> <span class="nf">generatePatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generates the patterns</span>
+
+<span class="sd">        :param prefix : forms the combination of items</span>
+<span class="sd">        :type prefix : list</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">global</span> <span class="n">_finalPatterns</span><span class="p">,</span> <span class="n">_expSup</span><span class="p">,</span> <span class="n">_expWSup</span><span class="p">,</span> <span class="n">_weights</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">summaries</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">x</span><span class="p">))):</span>
+            <span class="n">pattern</span> <span class="o">=</span> <span class="n">prefix</span><span class="p">[:]</span>
+            <span class="n">pattern</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="n">weight</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">pattern</span><span class="p">:</span>
+                <span class="n">weight</span> <span class="o">=</span> <span class="n">weight</span> <span class="o">+</span> <span class="n">_weights</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
+            <span class="n">weight</span> <span class="o">=</span> <span class="n">weight</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="n">_expSup</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">*</span> <span class="n">weight</span> <span class="o">&gt;=</span> <span class="n">_expWSup</span><span class="p">:</span>
+                <span class="n">_finalPatterns</span><span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">pattern</span><span class="p">)]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">patterns</span><span class="p">,</span> <span class="n">support</span><span class="p">,</span> <span class="n">info</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conditionalPatterns</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+                <span class="n">conditionalTree</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+                <span class="n">conditionalTree</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">pat</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)):</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">addConditionalPattern</span><span class="p">(</span><span class="n">patterns</span><span class="p">[</span><span class="n">pat</span><span class="p">],</span> <span class="n">support</span><span class="p">[</span><span class="n">pat</span><span class="p">])</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">patterns</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">conditionalTree</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">(</span><span class="n">pattern</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">removeNode</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+<div class="viewcode-block" id="WUFIM">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM">[docs]</a>
+<span class="k">class</span> <span class="nc">WUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_weightedFrequentPatterns</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    :Description: It is one of the algorithm to discover weighted frequent patterns in a uncertain transactional database using PUF-Tree.</span>
+
+<span class="sd">    :Reference: Efficient Mining of Weighted Frequent Itemsets in Uncertain Databases, In book: Machine Learning and Data Mining in Pattern Recognition Chun-Wei Jerry Lin, Wensheng Gan, Philippe Fournier Viger, Tzung-Pei Hong</span>
+
+<span class="sd">    :param  iFile: str :</span>
+<span class="sd">                   Name of the Input file to mine complete set of Weighted Uncertain Periodic Frequent Patterns</span>
+<span class="sd">    :param  oFile: str :</span>
+<span class="sd">                   Name of the output file to store complete set of Weighted  Uncertain Periodic Frequent Patterns</span>
+<span class="sd">    :param  minSup: str:</span>
+<span class="sd">                   minimum support thresholds were tuned to find the appropriate ranges in the limited memory</span>
+<span class="sd">    :param  sep: str :</span>
+<span class="sd">                   This variable is used to distinguish items from one another in a transaction. The default seperator is tab space. However, the users can override their default separator.</span>
+<span class="sd">    :param  wFile: str :</span>
+<span class="sd">                    This is a weighted file.</span>
+
+
+<span class="sd">    :Attributes:</span>
+
+<span class="sd">        iFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        wFile : file</span>
+<span class="sd">            Name of the Input file or path of the input file</span>
+<span class="sd">        oFile : file</span>
+<span class="sd">            Name of the output file or path of the output file</span>
+<span class="sd">        minSup : float or int or str</span>
+<span class="sd">            The user can specify minSup either in count or proportion of database size.</span>
+<span class="sd">            If the program detects the data type of minSup is integer, then it treats minSup is expressed in count.</span>
+<span class="sd">            Otherwise, it will be treated as float.</span>
+<span class="sd">            Example: minSup=10 will be treated as integer, while minSup=10.0 will be treated as float</span>
+<span class="sd">        sep : str</span>
+<span class="sd">            This variable is used to distinguish items from one another in a transaction. The default seperator is tab space or \t.</span>
+<span class="sd">            However, the users can override their default separator.</span>
+<span class="sd">        memoryUSS : float</span>
+<span class="sd">            To store the total amount of USS memory consumed by the program</span>
+<span class="sd">        memoryRSS : float</span>
+<span class="sd">            To store the total amount of RSS memory consumed by the program</span>
+<span class="sd">        startTime:float</span>
+<span class="sd">            To record the start time of the mining process</span>
+<span class="sd">        endTime:float</span>
+<span class="sd">            To record the completion time of the mining process</span>
+<span class="sd">        Database : list</span>
+<span class="sd">            To store the transactions of a database in list</span>
+<span class="sd">        mapSupport : Dictionary</span>
+<span class="sd">            To maintain the information of item and their frequency</span>
+<span class="sd">        lno : int</span>
+<span class="sd">            To represent the total no of transaction</span>
+<span class="sd">        tree : class</span>
+<span class="sd">            To represents the Tree class</span>
+<span class="sd">        itemSetCount : int</span>
+<span class="sd">            To represents the total no of patterns</span>
+<span class="sd">        finalPatterns : dict</span>
+<span class="sd">            To store the complete patterns</span>
+
+<span class="sd">    :Methods:</span>
+
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from here</span>
+<span class="sd">        getPatterns()</span>
+<span class="sd">            Complete set of patterns will be retrieved with this function</span>
+<span class="sd">        save(oFile)</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a output file</span>
+<span class="sd">        getPatternsAsDataFrame()</span>
+<span class="sd">            Complete set of frequent patterns will be loaded in to a dataframe</span>
+<span class="sd">        getMemoryUSS()</span>
+<span class="sd">            Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getMemoryRSS()</span>
+<span class="sd">            Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        getRuntime()</span>
+<span class="sd">            Total amount of runtime taken by the mining process will be retrieved from this function</span>
+<span class="sd">        creatingItemSets(fileName)</span>
+<span class="sd">            Scans the dataset and stores in a list format</span>
+<span class="sd">        frequentOneItem()</span>
+<span class="sd">            Extracts the one-length frequent patterns from database</span>
+<span class="sd">        updateTransactions()</span>
+<span class="sd">            Update the transactions by removing non-frequent items and sort the Database by item decreased support</span>
+<span class="sd">        buildTree()</span>
+<span class="sd">            After updating the Database, remaining items will be added into the tree by setting root node as null</span>
+<span class="sd">        convert()</span>
+<span class="sd">            to convert the user specified value</span>
+<span class="sd">        startMine()</span>
+<span class="sd">            Mining process will start from this function</span>
+
+<span class="sd">    **Methods to execute code on terminal**</span>
+<span class="sd">    --------------------------------------------</span>
+<span class="sd">    .. code-block:: console</span>
+
+
+<span class="sd">      Format:</span>
+
+<span class="sd">      (.venv) $ python3 basic.py &lt;inputFile&gt; &lt;outputFile&gt; &lt;minSup&gt;</span>
+
+<span class="sd">      Example Usage:</span>
+
+<span class="sd">      (.venv) $ python3 basic.py sampleTDB.txt patterns.txt 3</span>
+
+
+<span class="sd">              .. note:: minSup  will be considered in support count or frequency</span>
+
+
+<span class="sd">    **Importing this algorithm into a python program**</span>
+<span class="sd">    -----------------------------------------------------</span>
+<span class="sd">    .. code-block:: python</span>
+
+<span class="sd">            from PAMI.weightedUncertainFrequentPattern.basic import basic as alg</span>
+
+<span class="sd">            obj = alg.basic(iFile, wFile, expSup, expWSup)</span>
+
+<span class="sd">            obj.startMine()</span>
+
+<span class="sd">            Patterns = obj.getPatterns()</span>
+
+<span class="sd">            print(&quot;Total number of  Patterns:&quot;, len(Patterns))</span>
+
+<span class="sd">            obj.save(oFile)</span>
+
+<span class="sd">            Df = obj.getPatternsAsDataFrame()</span>
+
+<span class="sd">            memUSS = obj.getMemoryUSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in USS:&quot;, memUSS)</span>
+
+<span class="sd">            memRSS = obj.getMemoryRSS()</span>
+
+<span class="sd">            print(&quot;Total Memory in RSS&quot;, memRSS)</span>
+
+<span class="sd">            run = obj.getRuntime()</span>
+
+<span class="sd">            print(&quot;Total ExecutionTime in seconds:&quot;, run)</span>
+<span class="sd">   &quot;&quot;&quot;</span>
+    <span class="n">_startTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_endTime</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_minSup</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_iFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_wFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_oFile</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">_rank</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">_expSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+    <span class="n">_expWSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">expSup</span><span class="p">,</span> <span class="n">expWSup</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">iFile</span><span class="p">,</span> <span class="n">wFile</span><span class="p">,</span> <span class="n">expSup</span><span class="p">,</span> <span class="n">expWSup</span><span class="p">,</span> <span class="n">sep</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_creatingItemSets</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the uncertain transactional dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">uncertain</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;Transactions&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;Transactions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;uncertain&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">uncertain</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">[</span><span class="s1">&#39;uncertain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])):</span>
+                    <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">uncertain</span><span class="p">[</span><span class="n">k</span><span class="p">][</span><span class="n">j</span><span class="p">])</span>
+                    <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">)):</span>
+                        <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                        <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                        <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                        <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_iFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                            <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp1</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp1</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">temp2</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp2</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="n">tr</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">temp1</span><span class="p">)):</span>
+                                <span class="n">item</span> <span class="o">=</span> <span class="n">temp1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                                <span class="n">probability</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp2</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                                <span class="n">product</span> <span class="o">=</span> <span class="n">_Item</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">probability</span><span class="p">)</span>
+                                <span class="n">tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">product</span><span class="p">)</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_scanningWeights</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Scans the uncertain transactional dataset</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
+            <span class="n">weights</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;its empty..&quot;</span><span class="p">)</span>
+            <span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;items&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;items&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">if</span> <span class="s1">&#39;weights&#39;</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="n">weights</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">[</span><span class="s1">&#39;weights&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">weights</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
+
+            <span class="c1"># print(self.Database)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_validators</span><span class="o">.</span><span class="n">url</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">):</span>
+                <span class="n">data</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_urlopen</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
+                    <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                    <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_wFile</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sep</span><span class="p">)]</span>
+                            <span class="n">temp</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">temp</span> <span class="k">if</span> <span class="n">x</span><span class="p">]</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="p">[</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;File Not Found&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_frequentOneItem</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Takes the self.Database and calculates the support of each item in the dataset and assign the ranks to the items by decreasing support and returns the frequent items list</span>
+
+<span class="sd">        :param self.Database : it represents the one self.Database in database</span>
+<span class="sd">        :type self.Database : list</span>
+<span class="sd">        :return: tuple</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">probability</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">]]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">mapSupport</span><span class="p">[</span><span class="n">j</span><span class="o">.</span><span class="n">item</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+        <span class="n">mapSupport</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expSup</span> <span class="ow">and</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expWSup</span><span class="p">}</span>
+        <span class="n">plist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rank</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([(</span><span class="n">index</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">plist</span><span class="p">)])</span>
+        <span class="k">return</span> <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_buildTree</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">_Tree</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        It takes the self.Database and support of each item and construct the main tree with setting root node as null</span>
+<span class="sd">        :param data : it represents the one self.Database in database</span>
+<span class="sd">        :type data : list</span>
+<span class="sd">        :param info : it represents the support of each item</span>
+<span class="sd">        :type info : dictionary</span>
+<span class="sd">        :return: tree</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">rootNode</span> <span class="o">=</span> <span class="n">_Tree</span><span class="p">()</span>
+        <span class="n">rootNode</span><span class="o">.</span><span class="n">info</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+            <span class="n">rootNode</span><span class="o">.</span><span class="n">addTransaction</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">rootNode</span>
+
+    <span class="k">def</span> <span class="nf">_updateTransactions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dict1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the items which are not frequent from self.Database and updates the self.Database with rank of items</span>
+
+<span class="sd">        :param dict1 : frequent items with support</span>
+<span class="sd">        :type dict1 : dictionary</span>
+<span class="sd">        :return: list</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">list1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="n">list2</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tr</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">dict1</span><span class="p">:</span>
+                    <span class="n">list2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tr</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="n">basket</span> <span class="o">=</span> <span class="n">list2</span>
+                <span class="n">basket</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">val</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">rank</span><span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">item</span><span class="p">])</span>
+                <span class="n">list2</span> <span class="o">=</span> <span class="n">basket</span>
+                <span class="n">list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">list1</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To check the presence of item or pattern in transaction</span>
+
+<span class="sd">        :param x: it represents the pattern</span>
+<span class="sd">        :type x : list</span>
+<span class="sd">        :param i : represents the uncertain self.Database</span>
+<span class="sd">        :type i : list</span>
+<span class="sd">        :return: integer number</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># This method taken a transaction as input and returns the tree</span>
+        <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+            <span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">m</span> <span class="o">==</span> <span class="n">n</span><span class="o">.</span><span class="n">item</span><span class="p">:</span>
+                    <span class="n">k</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="mi">1</span>
+
+    <span class="k">def</span> <span class="nf">_convert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To convert the type of user specified minSup value</span>
+
+<span class="sd">        :param value: user specified minSup value</span>
+<span class="sd">        :return: converted type minSup value</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">int</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">float</span><span class="p">:</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">value</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">)</span> <span class="o">*</span> <span class="n">value</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">value</span>
+
+    <span class="k">def</span> <span class="nf">_removeFalsePositives</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        To remove the false positive patterns generated in frequent patterns.</span>
+<span class="sd">        :return: patterns with accurate probability</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_finalPatterns</span>
+        <span class="n">periods</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">s</span> <span class="o">=</span> <span class="mi">1</span>
+                    <span class="n">check</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">check</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">j</span><span class="o">.</span><span class="n">item</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                                <span class="n">s</span> <span class="o">*=</span> <span class="n">j</span><span class="o">.</span><span class="n">probability</span>
+                        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">periods</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">+=</span> <span class="n">s</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">periods</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">periods</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">weight</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">weight</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+            <span class="n">weight</span> <span class="o">=</span> <span class="n">weight</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">weight</span> <span class="o">*</span> <span class="n">y</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expWSup</span><span class="p">:</span>
+                <span class="n">sample</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                    <span class="n">sample</span> <span class="o">=</span> <span class="n">sample</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
+
+<div class="viewcode-block" id="WUFIM.startMine">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.startMine">[docs]</a>
+    <span class="nd">@deprecated</span><span class="p">(</span><span class="s2">&quot;It is recommended to use mine() instead of startMine() for mining process&quot;</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">startMine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        startMine() method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patterns.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.mine">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.mine">[docs]</a>
+    <span class="k">def</span> <span class="nf">mine</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        mine() method where the patterns are mined by constructing tree and remove the false patterns by counting the original support of a patternS</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">global</span> <span class="n">_expSup</span><span class="p">,</span> <span class="n">_expWSup</span><span class="p">,</span> <span class="n">_weights</span><span class="p">,</span> <span class="n">_finalPatterns</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_Database</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_creatingItemSets</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_scanningWeights</span><span class="p">()</span>
+        <span class="n">_weights</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weights</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_expSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_expSup</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_expWSup</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_expWSup</span><span class="p">)</span>
+        <span class="n">_expSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expSup</span>
+        <span class="n">_expWSup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expWSup</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">mapSupport</span><span class="p">,</span> <span class="n">plist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_frequentOneItem</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">Database1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_updateTransactions</span><span class="p">(</span><span class="n">mapSupport</span><span class="p">)</span>
+        <span class="n">info</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">mapSupport</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="n">Tree1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_buildTree</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">Database1</span><span class="p">,</span> <span class="n">info</span><span class="p">)</span>
+        <span class="n">Tree1</span><span class="o">.</span><span class="n">generatePatterns</span><span class="p">([])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_removeFalsePositives</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Weighted Frequent patterns were generated  successfully using basic algorithm&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="n">process</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_os</span><span class="o">.</span><span class="n">getpid</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="nb">float</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_full_info</span><span class="p">()</span><span class="o">.</span><span class="n">uss</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.getMemoryUSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryUSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryUSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of USS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning USS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_memoryUSS</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.getMemoryRSS">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryRSS">[docs]</a>
+    <span class="k">def</span> <span class="nf">getMemoryRSS</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Total amount of RSS memory consumed by the mining process will be retrieved from this function</span>
+<span class="sd">        :return: returning RSS memory consumed by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">memoryRSS</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.getRuntime">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getRuntime">[docs]</a>
+    <span class="k">def</span> <span class="nf">getRuntime</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Calculating the total amount of runtime taken by the mining process</span>
+<span class="sd">        :return: returning total amount of runtime taken by the mining process</span>
+<span class="sd">        :rtype: float</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_endTime</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_startTime</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.getPatternsAsDataFrame">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatternsAsDataFrame">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatternsAsDataFrame</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Storing final frequent patterns in a dataframe</span>
+<span class="sd">        :return: returning frequent patterns in a dataframe</span>
+<span class="sd">        :rtype: pd.DataFrame</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dataframe</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">a</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">s</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
+            <span class="n">dataframe</span> <span class="o">=</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Patterns&#39;</span><span class="p">,</span> <span class="s1">&#39;Support&#39;</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">dataframe</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.save">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outFile</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Complete set of frequent patterns will be loaded in to an output file</span>
+
+<span class="sd">        :param outFile: Specify name of the output file</span>
+<span class="sd">        :type outFile: csv file</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">oFile</span> <span class="o">=</span> <span class="n">outFile</span>
+        <span class="n">writer</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">oFile</span><span class="p">,</span> <span class="s1">&#39;w+&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">s</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
+                <span class="n">s</span> <span class="o">=</span> <span class="n">s</span> <span class="o">+</span> <span class="n">i</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">&quot;</span>
+            <span class="n">s1</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+            <span class="n">writer</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">s1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.getPatterns">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatterns">[docs]</a>
+    <span class="k">def</span> <span class="nf">getPatterns</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to send the set of frequent patterns after completion of the mining process</span>
+<span class="sd">        :return: returning frequent patterns</span>
+<span class="sd">        :rtype: dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finalPatterns</span></div>
+
+
+<div class="viewcode-block" id="WUFIM.printResults">
+<a class="viewcode-back" href="../../../../PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.printResults">[docs]</a>
+    <span class="k">def</span> <span class="nf">printResults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to print the results</span>
+<span class="sd">        :return: None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of  Weighted Uncertain Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span>  <span class="bp">self</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span></div>
+</div>
+
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">_ap</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">6</span><span class="p">])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WUFIM</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">mine</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Uncertain Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+        <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">_ab</span><span class="o">.</span><span class="n">_sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">120</span><span class="p">,</span> <span class="mi">140</span><span class="p">,</span> <span class="mi">160</span><span class="p">,</span> <span class="mi">180</span><span class="p">,</span> <span class="mi">200</span><span class="p">]:</span>
+            <span class="n">_ap</span> <span class="o">=</span> <span class="n">WUFIM</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/uncertainTransaction_T10I4D200K.csv&#39;</span><span class="p">,</span> <span class="s1">&#39;/Users/likhitha/Downloads/T10_weights.txt&#39;</span><span class="p">,</span>
+                        <span class="n">k</span><span class="p">,</span> <span class="mi">500</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">startMine</span><span class="p">()</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of Weighted Uncertain Frequent Patterns:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">_ap</span><span class="o">.</span><span class="n">getPatterns</span><span class="p">()))</span>
+            <span class="n">_ap</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;/Users/likhitha/Downloads/WUFIM_output.txt&#39;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in USS:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryUSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Memory in RSS&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getMemoryRSS</span><span class="p">())</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total ExecutionTime in ms:&quot;</span><span class="p">,</span> <span class="n">_ap</span><span class="o">.</span><span class="n">getRuntime</span><span class="p">())</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Error! The number of input parameters do not match the total number of parameters provided&quot;</span><span class="p">)</span>
+</pre></div>
+
+           </div>
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+  <title>Overview: module code &mdash; PAMI 2024.04.23 documentation</title>
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+             
+  <h1>All modules for which code is available</h1>
+<ul><li><a href="PAMI/AssociationRules/basic/ARWithConfidence.html">PAMI.AssociationRules.basic.ARWithConfidence</a></li>
+<li><a href="PAMI/AssociationRules/basic/ARWithLeverage.html">PAMI.AssociationRules.basic.ARWithLeverage</a></li>
+<li><a href="PAMI/AssociationRules/basic/ARWithLift.html">PAMI.AssociationRules.basic.ARWithLift</a></li>
+<li><a href="PAMI/AssociationRules/basic/RuleMiner.html">PAMI.AssociationRules.basic.RuleMiner</a></li>
+<li><a href="PAMI/correlatedPattern/basic/CoMine.html">PAMI.correlatedPattern.basic.CoMine</a></li>
+<li><a href="PAMI/correlatedPattern/basic/CoMinePlus.html">PAMI.correlatedPattern.basic.CoMinePlus</a></li>
+<li><a href="PAMI/coveragePattern/basic/CMine.html">PAMI.coveragePattern.basic.CMine</a></li>
+<li><a href="PAMI/coveragePattern/basic/CPPG.html">PAMI.coveragePattern.basic.CPPG</a></li>
+<li><a href="PAMI/extras/DF2DB/DF2DB.html">PAMI.extras.DF2DB.DF2DB</a></li>
+<li><a href="PAMI/extras/DF2DB/DenseFormatDF.html">PAMI.extras.DF2DB.DenseFormatDF</a></li>
+<li><a href="PAMI/extras/DF2DB/SparseFormatDF.html">PAMI.extras.DF2DB.SparseFormatDF</a></li>
+<li><a href="PAMI/extras/DF2DB/createTDB.html">PAMI.extras.DF2DB.createTDB</a></li>
+<li><a href="PAMI/extras/DF2DB/denseDF2DBPlus.html">PAMI.extras.DF2DB.denseDF2DBPlus</a></li>
+<li><a href="PAMI/extras/DF2DB/denseDF2DB_dump.html">PAMI.extras.DF2DB.denseDF2DB_dump</a></li>
+<li><a href="PAMI/extras/DF2DB/sparseDF2DBPlus.html">PAMI.extras.DF2DB.sparseDF2DBPlus</a></li>
+<li><a href="PAMI/extras/calculateMISValues/usingBeta.html">PAMI.extras.calculateMISValues.usingBeta</a></li>
+<li><a href="PAMI/extras/calculateMISValues/usingSD.html">PAMI.extras.calculateMISValues.usingSD</a></li>
+<li><a href="PAMI/extras/dbStats/FuzzyDatabase.html">PAMI.extras.dbStats.FuzzyDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/MultipleTimeSeriesFuzzyDatabaseStats.html">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats</a></li>
+<li><a href="PAMI/extras/dbStats/SequentialDatabase.html">PAMI.extras.dbStats.SequentialDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/TemporalDatabase.html">PAMI.extras.dbStats.TemporalDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/TransactionalDatabase.html">PAMI.extras.dbStats.TransactionalDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/UncertainTemporalDatabase.html">PAMI.extras.dbStats.UncertainTemporalDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/UncertainTransactionalDatabase.html">PAMI.extras.dbStats.UncertainTransactionalDatabase</a></li>
+<li><a href="PAMI/extras/dbStats/UtilityDatabase.html">PAMI.extras.dbStats.UtilityDatabase</a></li>
+<li><a href="PAMI/extras/fuzzyTransformation/temporalToFuzzy.html">PAMI.extras.fuzzyTransformation.temporalToFuzzy</a></li>
+<li><a href="PAMI/extras/fuzzyTransformation/transactionalToFuzzy.html">PAMI.extras.fuzzyTransformation.transactionalToFuzzy</a></li>
+<li><a href="PAMI/extras/generateDatabase/generateSpatioTemporalDatabase.html">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase</a></li>
+<li><a href="PAMI/extras/generateDatabase/generateTemporalDatabase.html">PAMI.extras.generateDatabase.generateTemporalDatabase</a></li>
+<li><a href="PAMI/extras/generateDatabase/generateTransactionalDatabase.html">PAMI.extras.generateDatabase.generateTransactionalDatabase</a></li>
+<li><a href="PAMI/extras/generateLatexGraphFile.html">PAMI.extras.generateLatexGraphFile</a></li>
+<li><a href="PAMI/extras/graph/DF2Fig.html">PAMI.extras.graph.DF2Fig</a></li>
+<li><a href="PAMI/extras/graph/plotLineGraphFromDictionary.html">PAMI.extras.graph.plotLineGraphFromDictionary</a></li>
+<li><a href="PAMI/extras/graph/plotLineGraphsFromDataFrame.html">PAMI.extras.graph.plotLineGraphsFromDataFrame</a></li>
+<li><a href="PAMI/extras/graph/visualizeFuzzyPatterns.html">PAMI.extras.graph.visualizeFuzzyPatterns</a></li>
+<li><a href="PAMI/extras/graph/visualizePatterns.html">PAMI.extras.graph.visualizePatterns</a></li>
+<li><a href="PAMI/extras/imageProcessing/imagery2Databases.html">PAMI.extras.imageProcessing.imagery2Databases</a></li>
+<li><a href="PAMI/extras/messaging/discord.html">PAMI.extras.messaging.discord</a></li>
+<li><a href="PAMI/extras/messaging/gmail.html">PAMI.extras.messaging.gmail</a></li>
+<li><a href="PAMI/extras/neighbours/findNeighborsUsingEuclideanDistanceforPointInfo.html">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo</a></li>
+<li><a href="PAMI/extras/neighbours/findNeighboursUsingEuclidean.html">PAMI.extras.neighbours.findNeighboursUsingEuclidean</a></li>
+<li><a href="PAMI/extras/neighbours/findNeighboursUsingGeodesic.html">PAMI.extras.neighbours.findNeighboursUsingGeodesic</a></li>
+<li><a href="PAMI/extras/plotPointOnMap.html">PAMI.extras.plotPointOnMap</a></li>
+<li><a href="PAMI/extras/plotPointOnMap_dump.html">PAMI.extras.plotPointOnMap_dump</a></li>
+<li><a href="PAMI/extras/scatterPlotSpatialPoints.html">PAMI.extras.scatterPlotSpatialPoints</a></li>
+<li><a href="PAMI/extras/stats/TransactionalDatabase.html">PAMI.extras.stats.TransactionalDatabase</a></li>
+<li><a href="PAMI/extras/stats/graphDatabase.html">PAMI.extras.stats.graphDatabase</a></li>
+<li><a href="PAMI/extras/stats/sequentialDatabase.html">PAMI.extras.stats.sequentialDatabase</a></li>
+<li><a href="PAMI/extras/stats/temporalDatabase.html">PAMI.extras.stats.temporalDatabase</a></li>
+<li><a href="PAMI/extras/stats/utilityDatabase.html">PAMI.extras.stats.utilityDatabase</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/TemporalDatabase.html">PAMI.extras.syntheticDataGenerator.TemporalDatabase</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/TransactionalDatabase.html">PAMI.extras.syntheticDataGenerator.TransactionalDatabase</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTemporal.html">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialTransactions.html">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticGeoreferentialUncertainTransaction.html">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticTemporal.html">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticTransactions.html">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTemporal.html">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticUncertainTransactions.html">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/createSyntheticUtility.html">PAMI.extras.syntheticDataGenerator.createSyntheticUtility</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateTemporal.html">PAMI.extras.syntheticDataGenerator.generateTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateTransactional.html">PAMI.extras.syntheticDataGenerator.generateTransactional</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateUncertainTemporal.html">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateUncertainTransactional.html">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateUtilityTemporal.html">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/generateUtilityTransactional.html">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/syntheticUtilityDatabase.html">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/temporalDatabaseGen.html">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen</a></li>
+<li><a href="PAMI/extras/syntheticDataGenerator/utilityDatabase.html">PAMI.extras.syntheticDataGenerator.utilityDatabase</a></li>
+<li><a href="PAMI/extras/topKPatterns.html">PAMI.extras.topKPatterns</a></li>
+<li><a href="PAMI/extras/uncertaindb_convert.html">PAMI.extras.uncertaindb_convert</a></li>
+<li><a href="PAMI/extras/visualize/graphs.html">PAMI.extras.visualize.graphs</a></li>
+<li><a href="PAMI/faultTolerantFrequentPattern/basic/FTApriori.html">PAMI.faultTolerantFrequentPattern.basic.FTApriori</a></li>
+<li><a href="PAMI/faultTolerantFrequentPattern/basic/FTFPGrowth.html">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth</a></li>
+<li><a href="PAMI/frequentPattern/basic/Apriori.html">PAMI.frequentPattern.basic.Apriori</a></li>
+<li><a href="PAMI/frequentPattern/basic/ECLAT.html">PAMI.frequentPattern.basic.ECLAT</a></li>
+<li><a href="PAMI/frequentPattern/basic/ECLATDiffset.html">PAMI.frequentPattern.basic.ECLATDiffset</a></li>
+<li><a href="PAMI/frequentPattern/basic/ECLATbitset.html">PAMI.frequentPattern.basic.ECLATbitset</a></li>
+<li><a href="PAMI/frequentPattern/basic/FPGrowth.html">PAMI.frequentPattern.basic.FPGrowth</a></li>
+<li><a href="PAMI/frequentPattern/closed/CHARM.html">PAMI.frequentPattern.closed.CHARM</a></li>
+<li><a href="PAMI/frequentPattern/maximal/MaxFPGrowth.html">PAMI.frequentPattern.maximal.MaxFPGrowth</a></li>
+<li><a href="PAMI/frequentPattern/topk/FAE.html">PAMI.frequentPattern.topk.FAE</a></li>
+<li><a href="PAMI/fuzzyCorrelatedPattern/basic/FCPGrowth.html">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth</a></li>
+<li><a href="PAMI/fuzzyFrequentPattern/basic/FFIMiner.html">PAMI.fuzzyFrequentPattern.basic.FFIMiner</a></li>
+<li><a href="PAMI/fuzzyFrequentPattern/basic/FFIMiner_old.html">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old</a></li>
+<li><a href="PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.html">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner</a></li>
+<li><a href="PAMI/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner_old.html">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old</a></li>
+<li><a href="PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner</a></li>
+<li><a href="PAMI/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFPMiner_old.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old</a></li>
+<li><a href="PAMI/fuzzyPartialPeriodicPatterns/basic/F3PMiner.html">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner</a></li>
+<li><a href="PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.html">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner</a></li>
+<li><a href="PAMI/fuzzyPeriodicFrequentPattern/basic/FPFPMiner_old.html">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old</a></li>
+<li><a href="PAMI/geoReferencedPeriodicFrequentPattern/basic/GPFPMiner.html">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner</a></li>
+<li><a href="PAMI/georeferencedFrequentPattern/basic/SpatialECLAT.html">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT</a></li>
+<li><a href="PAMI/georeferencedPartialPeriodicPattern/basic/STEclat.html">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat</a></li>
+<li><a href="PAMI/highUtilityFrequentPattern/basic/HUFIM.html">PAMI.highUtilityFrequentPattern.basic.HUFIM</a></li>
+<li><a href="PAMI/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.html">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM</a></li>
+<li><a href="PAMI/highUtilityPattern/basic/EFIM.html">PAMI.highUtilityPattern.basic.EFIM</a></li>
+<li><a href="PAMI/highUtilityPattern/basic/HMiner.html">PAMI.highUtilityPattern.basic.HMiner</a></li>
+<li><a href="PAMI/highUtilityPattern/basic/UPGrowth.html">PAMI.highUtilityPattern.basic.UPGrowth</a></li>
+<li><a href="PAMI/highUtilitySpatialPattern/abstract.html">PAMI.highUtilitySpatialPattern.abstract</a></li>
+<li><a href="PAMI/highUtilitySpatialPattern/basic/HDSHUIM.html">PAMI.highUtilitySpatialPattern.basic.HDSHUIM</a></li>
+<li><a href="PAMI/highUtilitySpatialPattern/basic/SHUIM.html">PAMI.highUtilitySpatialPattern.basic.SHUIM</a></li>
+<li><a href="PAMI/highUtilitySpatialPattern/topk/TKSHUIM.html">PAMI.highUtilitySpatialPattern.topk.TKSHUIM</a></li>
+<li><a href="PAMI/highUtilitySpatialPattern/topk/abstract.html">PAMI.highUtilitySpatialPattern.topk.abstract</a></li>
+<li><a href="PAMI/localPeriodicPattern/basic/LPPGrowth.html">PAMI.localPeriodicPattern.basic.LPPGrowth</a></li>
+<li><a href="PAMI/localPeriodicPattern/basic/LPPMBreadth.html">PAMI.localPeriodicPattern.basic.LPPMBreadth</a></li>
+<li><a href="PAMI/localPeriodicPattern/basic/LPPMDepth.html">PAMI.localPeriodicPattern.basic.LPPMDepth</a></li>
+<li><a href="PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowth.html">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth</a></li>
+<li><a href="PAMI/multipleMinimumSupportBasedFrequentPattern/basic/CFPGrowthPlus.html">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus</a></li>
+<li><a href="PAMI/partialPeriodicFrequentPattern/basic/abstract.html">PAMI.partialPeriodicFrequentPattern.basic.abstract</a></li>
+<li><a href="PAMI/partialPeriodicPattern/basic/PPPGrowth.html">PAMI.partialPeriodicPattern.basic.PPPGrowth</a></li>
+<li><a href="PAMI/partialPeriodicPattern/basic/PPP_ECLAT.html">PAMI.partialPeriodicPattern.basic.PPP_ECLAT</a></li>
+<li><a href="PAMI/partialPeriodicPattern/closed/PPPClose.html">PAMI.partialPeriodicPattern.closed.PPPClose</a></li>
+<li><a href="PAMI/partialPeriodicPattern/topk/abstract.html">PAMI.partialPeriodicPattern.topk.abstract</a></li>
+<li><a href="PAMI/partialPeriodicPattern/topk/k3PMiner.html">PAMI.partialPeriodicPattern.topk.k3PMiner</a></li>
+<li><a href="PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.html">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth</a></li>
+<li><a href="PAMI/periodicCorrelatedPattern/basic/EPCPGrowth.html">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth</a></li>
+<li><a href="PAMI/periodicFrequentPattern/basic/PFECLAT.html">PAMI.periodicFrequentPattern.basic.PFECLAT</a></li>
+<li><a href="PAMI/periodicFrequentPattern/basic/PFPGrowth.html">PAMI.periodicFrequentPattern.basic.PFPGrowth</a></li>
+<li><a href="PAMI/periodicFrequentPattern/basic/PFPGrowthPlus.html">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus</a></li>
+<li><a href="PAMI/periodicFrequentPattern/basic/PFPMC.html">PAMI.periodicFrequentPattern.basic.PFPMC</a></li>
+<li><a href="PAMI/periodicFrequentPattern/basic/PSGrowth.html">PAMI.periodicFrequentPattern.basic.PSGrowth</a></li>
+<li><a href="PAMI/periodicFrequentPattern/closed/CPFPMiner.html">PAMI.periodicFrequentPattern.closed.CPFPMiner</a></li>
+<li><a href="PAMI/periodicFrequentPattern/maximal/MaxPFGrowth.html">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth</a></li>
+<li><a href="PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.html">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP</a></li>
+<li><a href="PAMI/periodicFrequentPattern/topk/kPFPMiner/kPFPMiner.html">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner</a></li>
+<li><a href="PAMI/recurringPattern/basic/RPGrowth.html">PAMI.recurringPattern.basic.RPGrowth</a></li>
+<li><a href="PAMI/relativeFrequentPattern/basic/RSFPGrowth.html">PAMI.relativeFrequentPattern.basic.RSFPGrowth</a></li>
+<li><a href="PAMI/relativeHighUtilityPattern/basic/RHUIM.html">PAMI.relativeHighUtilityPattern.basic.RHUIM</a></li>
+<li><a href="PAMI/sequentialPatternMining/basic/SPADE.html">PAMI.sequentialPatternMining.basic.SPADE</a></li>
+<li><a href="PAMI/sequentialPatternMining/basic/SPAM.html">PAMI.sequentialPatternMining.basic.SPAM</a></li>
+<li><a href="PAMI/sequentialPatternMining/basic/prefixSpan.html">PAMI.sequentialPatternMining.basic.prefixSpan</a></li>
+<li><a href="PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.html">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat</a></li>
+<li><a href="PAMI/stablePeriodicFrequentPattern/topK/TSPIN.html">PAMI.stablePeriodicFrequentPattern.topK.TSPIN</a></li>
+<li><a href="PAMI/subgraphMining/basic/dfsCode.html">PAMI.subgraphMining.basic.dfsCode</a></li>
+<li><a href="PAMI/subgraphMining/basic/edge.html">PAMI.subgraphMining.basic.edge</a></li>
+<li><a href="PAMI/subgraphMining/basic/extendedEdge.html">PAMI.subgraphMining.basic.extendedEdge</a></li>
+<li><a href="PAMI/subgraphMining/basic/frequentSubgraph.html">PAMI.subgraphMining.basic.frequentSubgraph</a></li>
+<li><a href="PAMI/subgraphMining/basic/graph.html">PAMI.subgraphMining.basic.graph</a></li>
+<li><a href="PAMI/subgraphMining/basic/gspan.html">PAMI.subgraphMining.basic.gspan</a></li>
+<li><a href="PAMI/subgraphMining/basic/sparseTriangularMatrix.html">PAMI.subgraphMining.basic.sparseTriangularMatrix</a></li>
+<li><a href="PAMI/subgraphMining/basic/vertex.html">PAMI.subgraphMining.basic.vertex</a></li>
+<li><a href="PAMI/subgraphMining/topK/DFSCode.html">PAMI.subgraphMining.topK.DFSCode</a></li>
+<li><a href="PAMI/subgraphMining/topK/DFSThread.html">PAMI.subgraphMining.topK.DFSThread</a></li>
+<li><a href="PAMI/subgraphMining/topK/edge.html">PAMI.subgraphMining.topK.edge</a></li>
+<li><a href="PAMI/subgraphMining/topK/extendedEdge.html">PAMI.subgraphMining.topK.extendedEdge</a></li>
+<li><a href="PAMI/subgraphMining/topK/frequentSubgraph.html">PAMI.subgraphMining.topK.frequentSubgraph</a></li>
+<li><a href="PAMI/subgraphMining/topK/graph.html">PAMI.subgraphMining.topK.graph</a></li>
+<li><a href="PAMI/subgraphMining/topK/sparseTriangularMatrix.html">PAMI.subgraphMining.topK.sparseTriangularMatrix</a></li>
+<li><a href="PAMI/subgraphMining/topK/tkg.html">PAMI.subgraphMining.topK.tkg</a></li>
+<li><a href="PAMI/subgraphMining/topK/vertex.html">PAMI.subgraphMining.topK.vertex</a></li>
+<li><a href="PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.html">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine</a></li>
+<li><a href="PAMI/uncertainFrequentPattern/basic/CUFPTree.html">PAMI.uncertainFrequentPattern.basic.CUFPTree</a></li>
+<li><a href="PAMI/uncertainGeoreferencedFrequentPattern/basic/GFPGrowth.html">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth</a></li>
+<li><a href="PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowth.html">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth</a></li>
+<li><a href="PAMI/uncertainPeriodicFrequentPattern/basic/UPFPGrowthPlus.html">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus</a></li>
+<li><a href="PAMI/weightedFrequentNeighbourhoodPattern/basic/SWFPGrowth.html">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth</a></li>
+<li><a href="PAMI/weightedFrequentPattern/basic/WFIM.html">PAMI.weightedFrequentPattern.basic.WFIM</a></li>
+<li><a href="PAMI/weightedFrequentRegularPattern/basic/WFRIMiner.html">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner</a></li>
+<li><a href="PAMI/weightedUncertainFrequentPattern/basic/WUFIM.html">PAMI.weightedUncertainFrequentPattern.basic.WUFIM</a></li>
+</ul>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2024, RAGE Uday Kiran.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/sphinx/_build/html/_sources/PAMI.AssociationRules.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.AssociationRules.basic.rst.txt
new file mode 100644
index 000000000..fb617f7c6
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.AssociationRules.basic.rst.txt
@@ -0,0 +1,53 @@
+PAMI.AssociationRules.basic package
+===================================
+
+Submodules
+----------
+
+PAMI.AssociationRules.basic.ARWithConfidence module
+---------------------------------------------------
+
+.. automodule:: PAMI.AssociationRules.basic.ARWithConfidence
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.AssociationRules.basic.ARWithLeverage module
+-------------------------------------------------
+
+.. automodule:: PAMI.AssociationRules.basic.ARWithLeverage
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.AssociationRules.basic.ARWithLift module
+---------------------------------------------
+
+.. automodule:: PAMI.AssociationRules.basic.ARWithLift
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.AssociationRules.basic.RuleMiner module
+--------------------------------------------
+
+.. automodule:: PAMI.AssociationRules.basic.RuleMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.AssociationRules.basic.abstract module
+-------------------------------------------
+
+.. automodule:: PAMI.AssociationRules.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.AssociationRules.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.AssociationRules.rst.txt b/sphinx/_build/html/_sources/PAMI.AssociationRules.rst.txt
new file mode 100644
index 000000000..8a66244e7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.AssociationRules.rst.txt
@@ -0,0 +1,18 @@
+PAMI.AssociationRules package
+=============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.AssociationRules.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.AssociationRules
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.correlatedPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.correlatedPattern.basic.rst.txt
new file mode 100644
index 000000000..653a6ac01
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.correlatedPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.correlatedPattern.basic package
+====================================
+
+Submodules
+----------
+
+PAMI.correlatedPattern.basic.CoMine module
+------------------------------------------
+
+.. automodule:: PAMI.correlatedPattern.basic.CoMine
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.correlatedPattern.basic.CoMinePlus module
+----------------------------------------------
+
+.. automodule:: PAMI.correlatedPattern.basic.CoMinePlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.correlatedPattern.basic.abstract module
+--------------------------------------------
+
+.. automodule:: PAMI.correlatedPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.correlatedPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.correlatedPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.correlatedPattern.rst.txt
new file mode 100644
index 000000000..e3df455fd
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.correlatedPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.correlatedPattern package
+==============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.correlatedPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.correlatedPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.coveragePattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.coveragePattern.basic.rst.txt
new file mode 100644
index 000000000..cca5ccc99
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.coveragePattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.coveragePattern.basic package
+==================================
+
+Submodules
+----------
+
+PAMI.coveragePattern.basic.CMine module
+---------------------------------------
+
+.. automodule:: PAMI.coveragePattern.basic.CMine
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.coveragePattern.basic.CPPG module
+--------------------------------------
+
+.. automodule:: PAMI.coveragePattern.basic.CPPG
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.coveragePattern.basic.abstract module
+------------------------------------------
+
+.. automodule:: PAMI.coveragePattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.coveragePattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.coveragePattern.rst.txt b/sphinx/_build/html/_sources/PAMI.coveragePattern.rst.txt
new file mode 100644
index 000000000..0d9d0c38c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.coveragePattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.coveragePattern package
+============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.coveragePattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.coveragePattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.DF2DB.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.DF2DB.rst.txt
new file mode 100644
index 000000000..61310517c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.DF2DB.rst.txt
@@ -0,0 +1,77 @@
+PAMI.extras.DF2DB package
+=========================
+
+Submodules
+----------
+
+PAMI.extras.DF2DB.DF2DB module
+------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.DF2DB
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.DF2DBPlus module
+----------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.DF2DBPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.DenseFormatDF module
+--------------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.DenseFormatDF
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.SparseFormatDF module
+---------------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.SparseFormatDF
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.createTDB module
+----------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.createTDB
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.denseDF2DBPlus module
+---------------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.denseDF2DBPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.denseDF2DB\_dump module
+-----------------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.denseDF2DB_dump
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.DF2DB.sparseDF2DBPlus module
+----------------------------------------
+
+.. automodule:: PAMI.extras.DF2DB.sparseDF2DBPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.DF2DB
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.calculateMISValues.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.calculateMISValues.rst.txt
new file mode 100644
index 000000000..5eeec51d7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.calculateMISValues.rst.txt
@@ -0,0 +1,29 @@
+PAMI.extras.calculateMISValues package
+======================================
+
+Submodules
+----------
+
+PAMI.extras.calculateMISValues.usingBeta module
+-----------------------------------------------
+
+.. automodule:: PAMI.extras.calculateMISValues.usingBeta
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.calculateMISValues.usingSD module
+---------------------------------------------
+
+.. automodule:: PAMI.extras.calculateMISValues.usingSD
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.calculateMISValues
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.dbStats.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.dbStats.rst.txt
new file mode 100644
index 000000000..01e7e7efd
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.dbStats.rst.txt
@@ -0,0 +1,77 @@
+PAMI.extras.dbStats package
+===========================
+
+Submodules
+----------
+
+PAMI.extras.dbStats.FuzzyDatabase module
+----------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.FuzzyDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.SequentialDatabase module
+---------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.SequentialDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.TemporalDatabase module
+-------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.TemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.TransactionalDatabase module
+------------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.TransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.UncertainTemporalDatabase module
+----------------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.UncertainTemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.UncertainTransactionalDatabase module
+---------------------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.UncertainTransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.dbStats.UtilityDatabase module
+------------------------------------------
+
+.. automodule:: PAMI.extras.dbStats.UtilityDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.dbStats
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.fuzzyTransformation.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.fuzzyTransformation.rst.txt
new file mode 100644
index 000000000..f9b453c91
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.fuzzyTransformation.rst.txt
@@ -0,0 +1,45 @@
+PAMI.extras.fuzzyTransformation package
+=======================================
+
+Submodules
+----------
+
+PAMI.extras.fuzzyTransformation.abstract module
+-----------------------------------------------
+
+.. automodule:: PAMI.extras.fuzzyTransformation.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.fuzzyTransformation.temporalToFuzzy module
+------------------------------------------------------
+
+.. automodule:: PAMI.extras.fuzzyTransformation.temporalToFuzzy
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.fuzzyTransformation.transactionalToFuzzy module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.extras.fuzzyTransformation.transactionalToFuzzy
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.fuzzyTransformation.utilityToFuzzy module
+-----------------------------------------------------
+
+.. automodule:: PAMI.extras.fuzzyTransformation.utilityToFuzzy
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.fuzzyTransformation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.generateDatabase.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.generateDatabase.rst.txt
new file mode 100644
index 000000000..09a390549
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.generateDatabase.rst.txt
@@ -0,0 +1,37 @@
+PAMI.extras.generateDatabase package
+====================================
+
+Submodules
+----------
+
+PAMI.extras.generateDatabase.generateSpatioTemporalDatabase module
+------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.generateDatabase.generateSpatioTemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.generateDatabase.generateTemporalDatabase module
+------------------------------------------------------------
+
+.. automodule:: PAMI.extras.generateDatabase.generateTemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.generateDatabase.generateTransactionalDatabase module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.extras.generateDatabase.generateTransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.generateDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.graph.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.graph.rst.txt
new file mode 100644
index 000000000..f909c8001
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.graph.rst.txt
@@ -0,0 +1,61 @@
+PAMI.extras.graph package
+=========================
+
+Submodules
+----------
+
+PAMI.extras.graph.DF2Fig module
+-------------------------------
+
+.. automodule:: PAMI.extras.graph.DF2Fig
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.graph.DF2Tex module
+-------------------------------
+
+.. automodule:: PAMI.extras.graph.DF2Tex
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.graph.plotLineGraphFromDictionary module
+----------------------------------------------------
+
+.. automodule:: PAMI.extras.graph.plotLineGraphFromDictionary
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.graph.plotLineGraphsFromDataFrame module
+----------------------------------------------------
+
+.. automodule:: PAMI.extras.graph.plotLineGraphsFromDataFrame
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.graph.visualizeFuzzyPatterns module
+-----------------------------------------------
+
+.. automodule:: PAMI.extras.graph.visualizeFuzzyPatterns
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.graph.visualizePatterns module
+------------------------------------------
+
+.. automodule:: PAMI.extras.graph.visualizePatterns
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.graph
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.image2Database.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.image2Database.rst.txt
new file mode 100644
index 000000000..18d5f71c9
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.image2Database.rst.txt
@@ -0,0 +1,10 @@
+PAMI.extras.image2Database package
+==================================
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.image2Database
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.imageProcessing.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.imageProcessing.rst.txt
new file mode 100644
index 000000000..f4e358f5e
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.imageProcessing.rst.txt
@@ -0,0 +1,21 @@
+PAMI.extras.imageProcessing package
+===================================
+
+Submodules
+----------
+
+PAMI.extras.imageProcessing.imagery2Databases module
+----------------------------------------------------
+
+.. automodule:: PAMI.extras.imageProcessing.imagery2Databases
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.imageProcessing
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.messaging.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.messaging.rst.txt
new file mode 100644
index 000000000..4c61343fa
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.messaging.rst.txt
@@ -0,0 +1,29 @@
+PAMI.extras.messaging package
+=============================
+
+Submodules
+----------
+
+PAMI.extras.messaging.discord module
+------------------------------------
+
+.. automodule:: PAMI.extras.messaging.discord
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.messaging.gmail module
+----------------------------------
+
+.. automodule:: PAMI.extras.messaging.gmail
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.messaging
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.neighbours.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.neighbours.rst.txt
new file mode 100644
index 000000000..6aa87be9a
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.neighbours.rst.txt
@@ -0,0 +1,37 @@
+PAMI.extras.neighbours package
+==============================
+
+Submodules
+----------
+
+PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo module
+-----------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.neighbours.findNeighboursUsingEuclidean module
+----------------------------------------------------------
+
+.. automodule:: PAMI.extras.neighbours.findNeighboursUsingEuclidean
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.neighbours.findNeighboursUsingGeodesic module
+---------------------------------------------------------
+
+.. automodule:: PAMI.extras.neighbours.findNeighboursUsingGeodesic
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.neighbours
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.rst.txt
new file mode 100644
index 000000000..d647badf3
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.rst.txt
@@ -0,0 +1,90 @@
+PAMI.extras package
+===================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.extras.DF2DB
+   PAMI.extras.calculateMISValues
+   PAMI.extras.dbStats
+   PAMI.extras.fuzzyTransformation
+   PAMI.extras.generateDatabase
+   PAMI.extras.graph
+   PAMI.extras.image2Database
+   PAMI.extras.imageProcessing
+   PAMI.extras.messaging
+   PAMI.extras.neighbours
+   PAMI.extras.sampleDatasets
+   PAMI.extras.stats
+   PAMI.extras.syntheticDataGenerator
+   PAMI.extras.visualize
+
+Submodules
+----------
+
+PAMI.extras.convertMultiTSIntoFuzzy module
+------------------------------------------
+
+.. automodule:: PAMI.extras.convertMultiTSIntoFuzzy
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.generateLatexGraphFile module
+-----------------------------------------
+
+.. automodule:: PAMI.extras.generateLatexGraphFile
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.plotPointOnMap module
+---------------------------------
+
+.. automodule:: PAMI.extras.plotPointOnMap
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.plotPointOnMap\_dump module
+---------------------------------------
+
+.. automodule:: PAMI.extras.plotPointOnMap_dump
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.scatterPlotSpatialPoints module
+-------------------------------------------
+
+.. automodule:: PAMI.extras.scatterPlotSpatialPoints
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.topKPatterns module
+-------------------------------
+
+.. automodule:: PAMI.extras.topKPatterns
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.uncertaindb\_convert module
+---------------------------------------
+
+.. automodule:: PAMI.extras.uncertaindb_convert
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.sampleDatasets.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.sampleDatasets.rst.txt
new file mode 100644
index 000000000..e8b31dbf6
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.sampleDatasets.rst.txt
@@ -0,0 +1,10 @@
+PAMI.extras.sampleDatasets package
+==================================
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.sampleDatasets
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.stats.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.stats.rst.txt
new file mode 100644
index 000000000..2bba8218c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.stats.rst.txt
@@ -0,0 +1,53 @@
+PAMI.extras.stats package
+=========================
+
+Submodules
+----------
+
+PAMI.extras.stats.TransactionalDatabase module
+----------------------------------------------
+
+.. automodule:: PAMI.extras.stats.TransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.stats.graphDatabase module
+--------------------------------------
+
+.. automodule:: PAMI.extras.stats.graphDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.stats.sequentialDatabase module
+-------------------------------------------
+
+.. automodule:: PAMI.extras.stats.sequentialDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.stats.temporalDatabase module
+-----------------------------------------
+
+.. automodule:: PAMI.extras.stats.temporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.stats.utilityDatabase module
+----------------------------------------
+
+.. automodule:: PAMI.extras.stats.utilityDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.stats
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.syntheticDataGenerator.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.syntheticDataGenerator.rst.txt
new file mode 100644
index 000000000..5a95004c5
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.syntheticDataGenerator.rst.txt
@@ -0,0 +1,189 @@
+PAMI.extras.syntheticDataGenerator package
+==========================================
+
+Submodules
+----------
+
+PAMI.extras.syntheticDataGenerator.TemporalDatabase module
+----------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.TemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.TransactionalDatabase module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.TransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal module
+-------------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions module
+-----------------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction module
+-------------------------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticTemporal module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticTransactions module
+---------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticTransactions
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal module
+--------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions module
+------------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.createSyntheticUtility module
+----------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.createSyntheticUtility
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.fuzzyDatabase module
+-------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.fuzzyDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateTemporal module
+----------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateTransactional module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateTransactional
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateUncertainTemporal module
+-------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateUncertainTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateUncertainTransactional module
+------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateUncertainTransactional
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateUtilityTemporal module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateUtilityTemporal
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.generateUtilityTransactional module
+----------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.generateUtilityTransactional
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase module
+-----------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase module
+----------------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase module
+------------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.temporalDatabaseGen module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.temporalDatabaseGen
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.extras.syntheticDataGenerator.utilityDatabase module
+---------------------------------------------------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator.utilityDatabase
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.syntheticDataGenerator
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.extras.visualize.rst.txt b/sphinx/_build/html/_sources/PAMI.extras.visualize.rst.txt
new file mode 100644
index 000000000..c80357bb7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.extras.visualize.rst.txt
@@ -0,0 +1,21 @@
+PAMI.extras.visualize package
+=============================
+
+Submodules
+----------
+
+PAMI.extras.visualize.graphs module
+-----------------------------------
+
+.. automodule:: PAMI.extras.visualize.graphs
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.extras.visualize
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..7246ca90b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.faultTolerantFrequentPattern.basic package
+===============================================
+
+Submodules
+----------
+
+PAMI.faultTolerantFrequentPattern.basic.FTApriori module
+--------------------------------------------------------
+
+.. automodule:: PAMI.faultTolerantFrequentPattern.basic.FTApriori
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth module
+---------------------------------------------------------
+
+.. automodule:: PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.faultTolerantFrequentPattern.basic.abstract module
+-------------------------------------------------------
+
+.. automodule:: PAMI.faultTolerantFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.faultTolerantFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.rst.txt
new file mode 100644
index 000000000..57170bb19
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.faultTolerantFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.faultTolerantFrequentPattern package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.faultTolerantFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.faultTolerantFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.basic.rst.txt
new file mode 100644
index 000000000..70a19c006
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.basic.rst.txt
@@ -0,0 +1,61 @@
+PAMI.frequentPattern.basic package
+==================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.basic.Apriori module
+-----------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.Apriori
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.basic.ECLAT module
+---------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.ECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.basic.ECLATDiffset module
+----------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.ECLATDiffset
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.basic.ECLATbitset module
+---------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.ECLATbitset
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.basic.FPGrowth module
+------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.FPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.basic.abstract module
+------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.closed.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.closed.rst.txt
new file mode 100644
index 000000000..813c15e50
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.closed.rst.txt
@@ -0,0 +1,29 @@
+PAMI.frequentPattern.closed package
+===================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.closed.CHARM module
+----------------------------------------
+
+.. automodule:: PAMI.frequentPattern.closed.CHARM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.closed.abstract module
+-------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.closed.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.closed
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.cuda.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.cuda.rst.txt
new file mode 100644
index 000000000..42555ab52
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.cuda.rst.txt
@@ -0,0 +1,77 @@
+PAMI.frequentPattern.cuda package
+=================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.cuda.abstract module
+-----------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cuApriori module
+------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cuApriori
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cuAprioriBit module
+---------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cuAprioriBit
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cuEclat module
+----------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cuEclat
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cuEclatBit module
+-------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cuEclatBit
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cudaAprioriGCT module
+-----------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cudaAprioriGCT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cudaAprioriTID module
+-----------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cudaAprioriTID
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.cuda.cudaEclatGCT module
+---------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.cuda.cudaEclatGCT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.cuda
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.maximal.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.maximal.rst.txt
new file mode 100644
index 000000000..6bb25bae4
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.maximal.rst.txt
@@ -0,0 +1,29 @@
+PAMI.frequentPattern.maximal package
+====================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.maximal.MaxFPGrowth module
+-----------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.maximal.MaxFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.maximal.abstract module
+--------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.maximal.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.maximal
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.pyspark.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.pyspark.rst.txt
new file mode 100644
index 000000000..c48040cf7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.pyspark.rst.txt
@@ -0,0 +1,45 @@
+PAMI.frequentPattern.pyspark package
+====================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.pyspark.abstract module
+--------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.pyspark.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.pyspark.parallelApriori module
+---------------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.pyspark.parallelApriori
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.pyspark.parallelECLAT module
+-------------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.pyspark.parallelECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.pyspark.parallelFPGrowth module
+----------------------------------------------------
+
+.. automodule:: PAMI.frequentPattern.pyspark.parallelFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.pyspark
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.rst.txt
new file mode 100644
index 000000000..aa0e95683
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.rst.txt
@@ -0,0 +1,23 @@
+PAMI.frequentPattern package
+============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.frequentPattern.basic
+   PAMI.frequentPattern.closed
+   PAMI.frequentPattern.cuda
+   PAMI.frequentPattern.maximal
+   PAMI.frequentPattern.pyspark
+   PAMI.frequentPattern.topk
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.frequentPattern.topk.rst.txt b/sphinx/_build/html/_sources/PAMI.frequentPattern.topk.rst.txt
new file mode 100644
index 000000000..44e3e5f2d
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.frequentPattern.topk.rst.txt
@@ -0,0 +1,29 @@
+PAMI.frequentPattern.topk package
+=================================
+
+Submodules
+----------
+
+PAMI.frequentPattern.topk.FAE module
+------------------------------------
+
+.. automodule:: PAMI.frequentPattern.topk.FAE
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.frequentPattern.topk.abstract module
+-----------------------------------------
+
+.. automodule:: PAMI.frequentPattern.topk.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.frequentPattern.topk
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.basic.rst.txt
new file mode 100644
index 000000000..8eda08669
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.fuzzyCorrelatedPattern.basic package
+=========================================
+
+Submodules
+----------
+
+PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth module
+--------------------------------------------------
+
+.. automodule:: PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyCorrelatedPattern.basic.abstract module
+-------------------------------------------------
+
+.. automodule:: PAMI.fuzzyCorrelatedPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyCorrelatedPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.rst.txt
new file mode 100644
index 000000000..5971e7421
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyCorrelatedPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyCorrelatedPattern package
+===================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyCorrelatedPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyCorrelatedPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..bd1fdcb64
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.fuzzyFrequentPattern.basic package
+=======================================
+
+Submodules
+----------
+
+PAMI.fuzzyFrequentPattern.basic.FFIMiner module
+-----------------------------------------------
+
+.. automodule:: PAMI.fuzzyFrequentPattern.basic.FFIMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyFrequentPattern.basic.FFIMiner\_old module
+----------------------------------------------------
+
+.. automodule:: PAMI.fuzzyFrequentPattern.basic.FFIMiner_old
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyFrequentPattern.basic.abstract module
+-----------------------------------------------
+
+.. automodule:: PAMI.fuzzyFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.rst.txt
new file mode 100644
index 000000000..1e31cc03e
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyFrequentPattern package
+=================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..6c7720ca2
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.fuzzyGeoreferencedFrequentPattern.basic package
+====================================================
+
+Submodules
+----------
+
+PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner\_old module
+------------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract module
+------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.rst.txt
new file mode 100644
index 000000000..141a31768
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyGeoreferencedFrequentPattern package
+==============================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyGeoreferencedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..c9e48b61a
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic package
+============================================================
+
+Submodules
+----------
+
+PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner module
+----------------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner\_old module
+---------------------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract module
+--------------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..5a99c7f77
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package
+======================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyGeoreferencedPeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.basic.rst.txt
new file mode 100644
index 000000000..ba0a4f630
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.fuzzyPartialPeriodicPatterns.basic package
+===============================================
+
+Submodules
+----------
+
+PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner module
+-------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyPartialPeriodicPatterns.basic.abstract module
+-------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyPartialPeriodicPatterns.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyPartialPeriodicPatterns.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.rst.txt
new file mode 100644
index 000000000..d909bbf60
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyPartialPeriodicPatterns.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyPartialPeriodicPatterns package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyPartialPeriodicPatterns.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyPartialPeriodicPatterns
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..720f3a269
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.fuzzyPeriodicFrequentPattern.basic package
+===============================================
+
+Submodules
+----------
+
+PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner module
+--------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner\_old module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.fuzzyPeriodicFrequentPattern.basic.abstract module
+-------------------------------------------------------
+
+.. automodule:: PAMI.fuzzyPeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyPeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..2e8a09e92
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.fuzzyPeriodicFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.fuzzyPeriodicFrequentPattern package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.fuzzyPeriodicFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.fuzzyPeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..1137c106e
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.geoReferencedPeriodicFrequentPattern.basic package
+=======================================================
+
+Submodules
+----------
+
+PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner module
+----------------------------------------------------------------
+
+.. automodule:: PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.geoReferencedPeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..724ce8780
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.geoReferencedPeriodicFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.geoReferencedPeriodicFrequentPattern package
+=================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.geoReferencedPeriodicFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.geoReferencedPeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..0628536e3
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.georeferencedFrequentPattern.basic package
+===============================================
+
+Submodules
+----------
+
+PAMI.georeferencedFrequentPattern.basic.FSPGrowth module
+--------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedFrequentPattern.basic.FSPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.georeferencedFrequentPattern.basic.SpatialECLAT module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedFrequentPattern.basic.SpatialECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.georeferencedFrequentPattern.basic.abstract module
+-------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.georeferencedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.rst.txt
new file mode 100644
index 000000000..ea1b54c08
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.georeferencedFrequentPattern package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.georeferencedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.georeferencedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.georeferencedFrequentSequencePattern.rst.txt b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentSequencePattern.rst.txt
new file mode 100644
index 000000000..004892eaa
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.georeferencedFrequentSequencePattern.rst.txt
@@ -0,0 +1,21 @@
+PAMI.georeferencedFrequentSequencePattern package
+=================================================
+
+Submodules
+----------
+
+PAMI.georeferencedFrequentSequencePattern.abstract module
+---------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedFrequentSequencePattern.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.georeferencedFrequentSequencePattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.basic.rst.txt
new file mode 100644
index 000000000..d1700d01f
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.georeferencedPartialPeriodicPattern.basic package
+======================================================
+
+Submodules
+----------
+
+PAMI.georeferencedPartialPeriodicPattern.basic.STEclat module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedPartialPeriodicPattern.basic.STEclat
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.georeferencedPartialPeriodicPattern.basic.abstract module
+--------------------------------------------------------------
+
+.. automodule:: PAMI.georeferencedPartialPeriodicPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.georeferencedPartialPeriodicPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.rst.txt
new file mode 100644
index 000000000..10ddb38d7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.georeferencedPartialPeriodicPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.georeferencedPartialPeriodicPattern package
+================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.georeferencedPartialPeriodicPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.georeferencedPartialPeriodicPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..ce9b6dc09
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.highUtilityFrequentPattern.basic package
+=============================================
+
+Submodules
+----------
+
+PAMI.highUtilityFrequentPattern.basic.HUFIM module
+--------------------------------------------------
+
+.. automodule:: PAMI.highUtilityFrequentPattern.basic.HUFIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityFrequentPattern.basic.abstract module
+-----------------------------------------------------
+
+.. automodule:: PAMI.highUtilityFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.rst.txt
new file mode 100644
index 000000000..7ec32c3ec
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.highUtilityFrequentPattern package
+=======================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.highUtilityFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..c204cc7f8
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.highUtilityGeoreferencedFrequentPattern.basic package
+==========================================================
+
+Submodules
+----------
+
+PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM module
+----------------------------------------------------------------
+
+.. automodule:: PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract module
+------------------------------------------------------------------
+
+.. automodule:: PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityGeoreferencedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.rst.txt
new file mode 100644
index 000000000..c103d95c9
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityGeoreferencedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.highUtilityGeoreferencedFrequentPattern package
+====================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.highUtilityGeoreferencedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityGeoreferencedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.basic.rst.txt
new file mode 100644
index 000000000..2cfc2b50c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.basic.rst.txt
@@ -0,0 +1,53 @@
+PAMI.highUtilityPattern.basic package
+=====================================
+
+Submodules
+----------
+
+PAMI.highUtilityPattern.basic.EFIM module
+-----------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.basic.EFIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPattern.basic.HMiner module
+-------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.basic.HMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPattern.basic.UPGrowth module
+---------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.basic.UPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPattern.basic.abstract module
+---------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPattern.basic.efimParallel module
+-------------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.basic.efimParallel
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityPattern.parallel.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.parallel.rst.txt
new file mode 100644
index 000000000..94c61d602
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.parallel.rst.txt
@@ -0,0 +1,29 @@
+PAMI.highUtilityPattern.parallel package
+========================================
+
+Submodules
+----------
+
+PAMI.highUtilityPattern.parallel.abstract module
+------------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.parallel.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPattern.parallel.efimparallel module
+----------------------------------------------------
+
+.. automodule:: PAMI.highUtilityPattern.parallel.efimparallel
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityPattern.parallel
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.rst.txt
new file mode 100644
index 000000000..0a742a8b2
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityPattern.rst.txt
@@ -0,0 +1,19 @@
+PAMI.highUtilityPattern package
+===============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.highUtilityPattern.basic
+   PAMI.highUtilityPattern.parallel
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilityPatternsInStreams.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilityPatternsInStreams.rst.txt
new file mode 100644
index 000000000..7d13f8055
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilityPatternsInStreams.rst.txt
@@ -0,0 +1,37 @@
+PAMI.highUtilityPatternsInStreams package
+=========================================
+
+Submodules
+----------
+
+PAMI.highUtilityPatternsInStreams.HUPMS module
+----------------------------------------------
+
+.. automodule:: PAMI.highUtilityPatternsInStreams.HUPMS
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPatternsInStreams.SHUGrowth module
+--------------------------------------------------
+
+.. automodule:: PAMI.highUtilityPatternsInStreams.SHUGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilityPatternsInStreams.abstract module
+-------------------------------------------------
+
+.. automodule:: PAMI.highUtilityPatternsInStreams.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilityPatternsInStreams
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.basic.rst.txt
new file mode 100644
index 000000000..28e94f255
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.highUtilitySpatialPattern.basic package
+============================================
+
+Submodules
+----------
+
+PAMI.highUtilitySpatialPattern.basic.HDSHUIM module
+---------------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.basic.HDSHUIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilitySpatialPattern.basic.SHUIM module
+-------------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.basic.SHUIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilitySpatialPattern.basic.abstract module
+----------------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.rst.txt
new file mode 100644
index 000000000..b3454bec3
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.rst.txt
@@ -0,0 +1,30 @@
+PAMI.highUtilitySpatialPattern package
+======================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.highUtilitySpatialPattern.basic
+   PAMI.highUtilitySpatialPattern.topk
+
+Submodules
+----------
+
+PAMI.highUtilitySpatialPattern.abstract module
+----------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.topk.rst.txt b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.topk.rst.txt
new file mode 100644
index 000000000..be651127b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.highUtilitySpatialPattern.topk.rst.txt
@@ -0,0 +1,29 @@
+PAMI.highUtilitySpatialPattern.topk package
+===========================================
+
+Submodules
+----------
+
+PAMI.highUtilitySpatialPattern.topk.TKSHUIM module
+--------------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.topk.TKSHUIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.highUtilitySpatialPattern.topk.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.topk.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.highUtilitySpatialPattern.topk
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.basic.rst.txt
new file mode 100644
index 000000000..d865ce58a
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.basic.rst.txt
@@ -0,0 +1,45 @@
+PAMI.localPeriodicPattern.basic package
+=======================================
+
+Submodules
+----------
+
+PAMI.localPeriodicPattern.basic.LPPGrowth module
+------------------------------------------------
+
+.. automodule:: PAMI.localPeriodicPattern.basic.LPPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.localPeriodicPattern.basic.LPPMBreadth module
+--------------------------------------------------
+
+.. automodule:: PAMI.localPeriodicPattern.basic.LPPMBreadth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.localPeriodicPattern.basic.LPPMDepth module
+------------------------------------------------
+
+.. automodule:: PAMI.localPeriodicPattern.basic.LPPMDepth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.localPeriodicPattern.basic.abstract module
+-----------------------------------------------
+
+.. automodule:: PAMI.localPeriodicPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.localPeriodicPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.rst.txt
new file mode 100644
index 000000000..71f810f1b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.localPeriodicPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.localPeriodicPattern package
+=================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.localPeriodicPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.localPeriodicPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..4a0b92f2c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.multipleMinimumSupportBasedFrequentPattern.basic package
+=============================================================
+
+Submodules
+----------
+
+PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth module
+----------------------------------------------------------------------
+
+.. automodule:: PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus module
+--------------------------------------------------------------------------
+
+.. automodule:: PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract module
+---------------------------------------------------------------------
+
+.. automodule:: PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.multipleMinimumSupportBasedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.rst.txt
new file mode 100644
index 000000000..e75617d41
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.multipleMinimumSupportBasedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.multipleMinimumSupportBasedFrequentPattern package
+=======================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.multipleMinimumSupportBasedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.multipleMinimumSupportBasedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..5c63ede2d
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.partialPeriodicFrequentPattern.basic package
+=================================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth module
+----------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicFrequentPattern.basic.PPF\_DFS module
+---------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicFrequentPattern.basic.PPF_DFS
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicFrequentPattern.basic.abstract module
+---------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..0b2dd8938
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.partialPeriodicFrequentPattern package
+===========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.partialPeriodicFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.basic.rst.txt
new file mode 100644
index 000000000..aed795097
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.basic.rst.txt
@@ -0,0 +1,53 @@
+PAMI.partialPeriodicPattern.basic package
+=========================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPattern.basic.GThreePGrowth module
+------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic.GThreePGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.basic.Gabstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic.Gabstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.basic.PPPGrowth module
+--------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic.PPPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.basic.PPP\_ECLAT module
+---------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic.PPP_ECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.basic.abstract module
+-------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.closed.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.closed.rst.txt
new file mode 100644
index 000000000..7cd362086
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.closed.rst.txt
@@ -0,0 +1,29 @@
+PAMI.partialPeriodicPattern.closed package
+==========================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPattern.closed.PPPClose module
+--------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.closed.PPPClose
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.closed.abstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.closed.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern.closed
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.maximal.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.maximal.rst.txt
new file mode 100644
index 000000000..fc05d39dc
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.maximal.rst.txt
@@ -0,0 +1,29 @@
+PAMI.partialPeriodicPattern.maximal package
+===========================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPattern.maximal.Max3PGrowth module
+------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.maximal.Max3PGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.maximal.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.maximal.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern.maximal
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.pyspark.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.pyspark.rst.txt
new file mode 100644
index 000000000..c3f446b4b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.pyspark.rst.txt
@@ -0,0 +1,29 @@
+PAMI.partialPeriodicPattern.pyspark package
+===========================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPattern.pyspark.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.pyspark.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern.pyspark
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.rst.txt
new file mode 100644
index 000000000..a9393728c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.rst.txt
@@ -0,0 +1,22 @@
+PAMI.partialPeriodicPattern package
+===================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.partialPeriodicPattern.basic
+   PAMI.partialPeriodicPattern.closed
+   PAMI.partialPeriodicPattern.maximal
+   PAMI.partialPeriodicPattern.pyspark
+   PAMI.partialPeriodicPattern.topk
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.topk.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.topk.rst.txt
new file mode 100644
index 000000000..396d98f55
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPattern.topk.rst.txt
@@ -0,0 +1,29 @@
+PAMI.partialPeriodicPattern.topk package
+========================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPattern.topk.abstract module
+------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.topk.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPattern.topk.k3PMiner module
+------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPattern.topk.k3PMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPattern.topk
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.partialPeriodicPatternInMultipleTimeSeries.rst.txt b/sphinx/_build/html/_sources/PAMI.partialPeriodicPatternInMultipleTimeSeries.rst.txt
new file mode 100644
index 000000000..3d0d4a413
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.partialPeriodicPatternInMultipleTimeSeries.rst.txt
@@ -0,0 +1,29 @@
+PAMI.partialPeriodicPatternInMultipleTimeSeries package
+=======================================================
+
+Submodules
+----------
+
+PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.partialPeriodicPatternInMultipleTimeSeries
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.basic.rst.txt
new file mode 100644
index 000000000..55a3e53b7
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicCorrelatedPattern.basic package
+============================================
+
+Submodules
+----------
+
+PAMI.periodicCorrelatedPattern.basic.EPCPGrowth module
+------------------------------------------------------
+
+.. automodule:: PAMI.periodicCorrelatedPattern.basic.EPCPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicCorrelatedPattern.basic.abstract module
+----------------------------------------------------
+
+.. automodule:: PAMI.periodicCorrelatedPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicCorrelatedPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.rst.txt
new file mode 100644
index 000000000..c34c66882
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicCorrelatedPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.periodicCorrelatedPattern package
+======================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.periodicCorrelatedPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicCorrelatedPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..371770cba
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,69 @@
+PAMI.periodicFrequentPattern.basic package
+==========================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.basic.PFECLAT module
+-------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.PFECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.PFPGrowth module
+---------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.PFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.PFPGrowthPlus module
+-------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.PFPGrowthPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.PFPMC module
+-----------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.PFPMC
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.PSGrowth module
+--------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.PSGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.abstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.basic.parallelPFPGrowth module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic.parallelPFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.closed.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.closed.rst.txt
new file mode 100644
index 000000000..3a60f14a9
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.closed.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicFrequentPattern.closed package
+===========================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.closed.CPFPMiner module
+----------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.closed.CPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.closed.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.closed.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.closed
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.cuda.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.cuda.rst.txt
new file mode 100644
index 000000000..4d79863ca
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.cuda.rst.txt
@@ -0,0 +1,37 @@
+PAMI.periodicFrequentPattern.cuda package
+=========================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.cuda.abstract module
+-------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.cuda.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.cuda.cuGPFMiner module
+---------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.cuda.cuGPFMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.cuda.gPFMinerBit module
+----------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.cuda.gPFMinerBit
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.cuda
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.maximal.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.maximal.rst.txt
new file mode 100644
index 000000000..d0f2c3c7d
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.maximal.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicFrequentPattern.maximal package
+============================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.maximal.MaxPFGrowth module
+-------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.maximal.MaxPFGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.maximal.abstract module
+----------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.maximal.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.maximal
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.pyspark.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.pyspark.rst.txt
new file mode 100644
index 000000000..2010c5a2d
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.pyspark.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicFrequentPattern.pyspark package
+============================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.pyspark.abstract module
+----------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.pyspark.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.pyspark
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..6b38765f5
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.rst.txt
@@ -0,0 +1,23 @@
+PAMI.periodicFrequentPattern package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.periodicFrequentPattern.basic
+   PAMI.periodicFrequentPattern.closed
+   PAMI.periodicFrequentPattern.cuda
+   PAMI.periodicFrequentPattern.maximal
+   PAMI.periodicFrequentPattern.pyspark
+   PAMI.periodicFrequentPattern.topk
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.TopkPFP.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.TopkPFP.rst.txt
new file mode 100644
index 000000000..d7b681280
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.TopkPFP.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicFrequentPattern.topk.TopkPFP package
+=================================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP module
+--------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.topk.TopkPFP.abstract module
+---------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.TopkPFP.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.TopkPFP
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.kPFPMiner.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.kPFPMiner.rst.txt
new file mode 100644
index 000000000..44ff2c51c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.kPFPMiner.rst.txt
@@ -0,0 +1,29 @@
+PAMI.periodicFrequentPattern.topk.kPFPMiner package
+===================================================
+
+Submodules
+----------
+
+PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner module
+------------------------------------------------------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk.kPFPMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.rst.txt b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.rst.txt
new file mode 100644
index 000000000..347ff3db8
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.periodicFrequentPattern.topk.rst.txt
@@ -0,0 +1,19 @@
+PAMI.periodicFrequentPattern.topk package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.periodicFrequentPattern.topk.TopkPFP
+   PAMI.periodicFrequentPattern.topk.kPFPMiner
+
+Module contents
+---------------
+
+.. automodule:: PAMI.periodicFrequentPattern.topk
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.recurringPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.recurringPattern.basic.rst.txt
new file mode 100644
index 000000000..77c4227cf
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.recurringPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.recurringPattern.basic package
+===================================
+
+Submodules
+----------
+
+PAMI.recurringPattern.basic.RPGrowth module
+-------------------------------------------
+
+.. automodule:: PAMI.recurringPattern.basic.RPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.recurringPattern.basic.abstract module
+-------------------------------------------
+
+.. automodule:: PAMI.recurringPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.recurringPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.recurringPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.recurringPattern.rst.txt
new file mode 100644
index 000000000..1585799d1
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.recurringPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.recurringPattern package
+=============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.recurringPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.recurringPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..91f20ded0
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.relativeFrequentPattern.basic package
+==========================================
+
+Submodules
+----------
+
+PAMI.relativeFrequentPattern.basic.RSFPGrowth module
+----------------------------------------------------
+
+.. automodule:: PAMI.relativeFrequentPattern.basic.RSFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.relativeFrequentPattern.basic.abstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.relativeFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.relativeFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.rst.txt
new file mode 100644
index 000000000..f8f50d54a
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.relativeFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.relativeFrequentPattern package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.relativeFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.relativeFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.basic.rst.txt
new file mode 100644
index 000000000..32f1fa0a4
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.relativeHighUtilityPattern.basic package
+=============================================
+
+Submodules
+----------
+
+PAMI.relativeHighUtilityPattern.basic.RHUIM module
+--------------------------------------------------
+
+.. automodule:: PAMI.relativeHighUtilityPattern.basic.RHUIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.relativeHighUtilityPattern.basic.abstract module
+-----------------------------------------------------
+
+.. automodule:: PAMI.relativeHighUtilityPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.relativeHighUtilityPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.rst.txt
new file mode 100644
index 000000000..341fa59fe
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.relativeHighUtilityPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.relativeHighUtilityPattern package
+=======================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.relativeHighUtilityPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.relativeHighUtilityPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.rst.txt b/sphinx/_build/html/_sources/PAMI.rst.txt
new file mode 100644
index 000000000..10e40dba3
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.rst.txt
@@ -0,0 +1,60 @@
+PAMI package
+============
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.AssociationRules
+   PAMI.correlatedPattern
+   PAMI.coveragePattern
+   PAMI.extras
+   PAMI.faultTolerantFrequentPattern
+   PAMI.frequentPattern
+   PAMI.fuzzyCorrelatedPattern
+   PAMI.fuzzyFrequentPattern
+   PAMI.fuzzyGeoreferencedFrequentPattern
+   PAMI.fuzzyGeoreferencedPeriodicFrequentPattern
+   PAMI.fuzzyPartialPeriodicPatterns
+   PAMI.fuzzyPeriodicFrequentPattern
+   PAMI.geoReferencedPeriodicFrequentPattern
+   PAMI.georeferencedFrequentPattern
+   PAMI.georeferencedFrequentSequencePattern
+   PAMI.georeferencedPartialPeriodicPattern
+   PAMI.highUtilityFrequentPattern
+   PAMI.highUtilityGeoreferencedFrequentPattern
+   PAMI.highUtilityPattern
+   PAMI.highUtilityPatternsInStreams
+   PAMI.highUtilitySpatialPattern
+   PAMI.localPeriodicPattern
+   PAMI.multipleMinimumSupportBasedFrequentPattern
+   PAMI.partialPeriodicFrequentPattern
+   PAMI.partialPeriodicPattern
+   PAMI.partialPeriodicPatternInMultipleTimeSeries
+   PAMI.periodicCorrelatedPattern
+   PAMI.periodicFrequentPattern
+   PAMI.recurringPattern
+   PAMI.relativeFrequentPattern
+   PAMI.relativeHighUtilityPattern
+   PAMI.sequence
+   PAMI.sequentialPatternMining
+   PAMI.stablePeriodicFrequentPattern
+   PAMI.subgraphMining
+   PAMI.uncertainFaultTolerantFrequentPattern
+   PAMI.uncertainFrequentPattern
+   PAMI.uncertainGeoreferencedFrequentPattern
+   PAMI.uncertainPeriodicFrequentPattern
+   PAMI.weightedFrequentNeighbourhoodPattern
+   PAMI.weightedFrequentPattern
+   PAMI.weightedFrequentRegularPattern
+   PAMI.weightedUncertainFrequentPattern
+
+Module contents
+---------------
+
+.. automodule:: PAMI
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.sequence.rst.txt b/sphinx/_build/html/_sources/PAMI.sequence.rst.txt
new file mode 100644
index 000000000..e527a5794
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.sequence.rst.txt
@@ -0,0 +1,10 @@
+PAMI.sequence package
+=====================
+
+Module contents
+---------------
+
+.. automodule:: PAMI.sequence
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.basic.rst.txt
new file mode 100644
index 000000000..f7751ea01
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.basic.rst.txt
@@ -0,0 +1,45 @@
+PAMI.sequentialPatternMining.basic package
+==========================================
+
+Submodules
+----------
+
+PAMI.sequentialPatternMining.basic.SPADE module
+-----------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.basic.SPADE
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.sequentialPatternMining.basic.SPAM module
+----------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.basic.SPAM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.sequentialPatternMining.basic.abstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.sequentialPatternMining.basic.prefixSpan module
+----------------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.basic.prefixSpan
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.sequentialPatternMining.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.closed.rst.txt b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.closed.rst.txt
new file mode 100644
index 000000000..653e8f928
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.closed.rst.txt
@@ -0,0 +1,29 @@
+PAMI.sequentialPatternMining.closed package
+===========================================
+
+Submodules
+----------
+
+PAMI.sequentialPatternMining.closed.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.closed.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.sequentialPatternMining.closed.bide module
+-----------------------------------------------
+
+.. automodule:: PAMI.sequentialPatternMining.closed.bide
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.sequentialPatternMining.closed
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.rst.txt b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.rst.txt
new file mode 100644
index 000000000..f00648e8b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.sequentialPatternMining.rst.txt
@@ -0,0 +1,19 @@
+PAMI.sequentialPatternMining package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.sequentialPatternMining.basic
+   PAMI.sequentialPatternMining.closed
+
+Module contents
+---------------
+
+.. automodule:: PAMI.sequentialPatternMining
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..e614de089
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,45 @@
+PAMI.stablePeriodicFrequentPattern.basic package
+================================================
+
+Submodules
+----------
+
+PAMI.stablePeriodicFrequentPattern.basic.SPPEclat module
+--------------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.basic.SPPEclat
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth module
+---------------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.stablePeriodicFrequentPattern.basic.abstract module
+--------------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..665bcd223
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.rst.txt
@@ -0,0 +1,19 @@
+PAMI.stablePeriodicFrequentPattern package
+==========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.stablePeriodicFrequentPattern.basic
+   PAMI.stablePeriodicFrequentPattern.topK
+
+Module contents
+---------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.topK.rst.txt b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.topK.rst.txt
new file mode 100644
index 000000000..0f274222c
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.stablePeriodicFrequentPattern.topK.rst.txt
@@ -0,0 +1,29 @@
+PAMI.stablePeriodicFrequentPattern.topK package
+===============================================
+
+Submodules
+----------
+
+PAMI.stablePeriodicFrequentPattern.topK.TSPIN module
+----------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.topK.TSPIN
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.stablePeriodicFrequentPattern.topK.abstract module
+-------------------------------------------------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.topK.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.stablePeriodicFrequentPattern.topK
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.subgraphMining.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.subgraphMining.basic.rst.txt
new file mode 100644
index 000000000..fe4d33a65
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.subgraphMining.basic.rst.txt
@@ -0,0 +1,85 @@
+PAMI.subgraphMining.basic package
+=================================
+
+Submodules
+----------
+
+PAMI.subgraphMining.basic.abstract module
+-----------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.dfsCode module
+----------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.dfsCode
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.edge module
+-------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.edge
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.extendedEdge module
+---------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.extendedEdge
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.frequentSubgraph module
+-------------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.frequentSubgraph
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.graph module
+--------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.graph
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.gspan module
+--------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.gspan
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.sparseTriangularMatrix module
+-------------------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.sparseTriangularMatrix
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.basic.vertex module
+---------------------------------------
+
+.. automodule:: PAMI.subgraphMining.basic.vertex
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.subgraphMining.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.subgraphMining.rst.txt b/sphinx/_build/html/_sources/PAMI.subgraphMining.rst.txt
new file mode 100644
index 000000000..966149734
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.subgraphMining.rst.txt
@@ -0,0 +1,19 @@
+PAMI.subgraphMining package
+===========================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.subgraphMining.basic
+   PAMI.subgraphMining.topK
+
+Module contents
+---------------
+
+.. automodule:: PAMI.subgraphMining
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.subgraphMining.topK.rst.txt b/sphinx/_build/html/_sources/PAMI.subgraphMining.topK.rst.txt
new file mode 100644
index 000000000..dc41aee6a
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.subgraphMining.topK.rst.txt
@@ -0,0 +1,93 @@
+PAMI.subgraphMining.topK package
+================================
+
+Submodules
+----------
+
+PAMI.subgraphMining.topK.DFSCode module
+---------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.DFSCode
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.DFSThread module
+-----------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.DFSThread
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.abstract module
+----------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.edge module
+------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.edge
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.extendedEdge module
+--------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.extendedEdge
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.frequentSubgraph module
+------------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.frequentSubgraph
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.graph module
+-------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.graph
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.sparseTriangularMatrix module
+------------------------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.sparseTriangularMatrix
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.tkg module
+-----------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.tkg
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.subgraphMining.topK.vertex module
+--------------------------------------
+
+.. automodule:: PAMI.subgraphMining.topK.vertex
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.subgraphMining.topK
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainFaultTolerantFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainFaultTolerantFrequentPattern.rst.txt
new file mode 100644
index 000000000..70ddb24b8
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainFaultTolerantFrequentPattern.rst.txt
@@ -0,0 +1,29 @@
+PAMI.uncertainFaultTolerantFrequentPattern package
+==================================================
+
+Submodules
+----------
+
+PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine module
+----------------------------------------------------------
+
+.. automodule:: PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFaultTolerantFrequentPattern.abstract module
+----------------------------------------------------------
+
+.. automodule:: PAMI.uncertainFaultTolerantFrequentPattern.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainFaultTolerantFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..a38fea7c2
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.basic.rst.txt
@@ -0,0 +1,77 @@
+PAMI.uncertainFrequentPattern.basic package
+===========================================
+
+Submodules
+----------
+
+PAMI.uncertainFrequentPattern.basic.CUFPTree module
+---------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.CUFPTree
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.PUFGrowth module
+----------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.PUFGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.TUFP module
+-----------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.TUFP
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.TubeP module
+------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.TubeP
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.TubeS module
+------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.TubeS
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.UFGrowth module
+---------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.UFGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.UVECLAT module
+--------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.UVECLAT
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainFrequentPattern.basic.abstract module
+---------------------------------------------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.rst.txt
new file mode 100644
index 000000000..f66db7ddb
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.uncertainFrequentPattern package
+=====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.uncertainFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..3df0cda70
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.uncertainGeoreferencedFrequentPattern.basic package
+========================================================
+
+Submodules
+----------
+
+PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract module
+----------------------------------------------------------------
+
+.. automodule:: PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainGeoreferencedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.rst.txt
new file mode 100644
index 000000000..95b7889f5
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainGeoreferencedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.uncertainGeoreferencedFrequentPattern package
+==================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.uncertainGeoreferencedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainGeoreferencedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..43d1c05f1
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.basic.rst.txt
@@ -0,0 +1,37 @@
+PAMI.uncertainPeriodicFrequentPattern.basic package
+===================================================
+
+Submodules
+----------
+
+PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth module
+-------------------------------------------------------------
+
+.. automodule:: PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.uncertainPeriodicFrequentPattern.basic.abstract module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.uncertainPeriodicFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainPeriodicFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.rst.txt
new file mode 100644
index 000000000..930a02095
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.uncertainPeriodicFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.uncertainPeriodicFrequentPattern package
+=============================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.uncertainPeriodicFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.uncertainPeriodicFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.basic.rst.txt
new file mode 100644
index 000000000..14d155416
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.weightedFrequentNeighbourhoodPattern.basic package
+=======================================================
+
+Submodules
+----------
+
+PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth module
+-----------------------------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract module
+---------------------------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentNeighbourhoodPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.rst.txt
new file mode 100644
index 000000000..0d5992a0b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentNeighbourhoodPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.weightedFrequentNeighbourhoodPattern package
+=================================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.weightedFrequentNeighbourhoodPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentNeighbourhoodPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..21aa835b5
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.weightedFrequentPattern.basic package
+==========================================
+
+Submodules
+----------
+
+PAMI.weightedFrequentPattern.basic.WFIM module
+----------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentPattern.basic.WFIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.weightedFrequentPattern.basic.abstract module
+--------------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.rst.txt
new file mode 100644
index 000000000..9db2895f0
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.weightedFrequentPattern package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.weightedFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.basic.rst.txt
new file mode 100644
index 000000000..89bba36fc
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.weightedFrequentRegularPattern.basic package
+=================================================
+
+Submodules
+----------
+
+PAMI.weightedFrequentRegularPattern.basic.WFRIMiner module
+----------------------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentRegularPattern.basic.WFRIMiner
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.weightedFrequentRegularPattern.basic.abstract module
+---------------------------------------------------------
+
+.. automodule:: PAMI.weightedFrequentRegularPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentRegularPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.rst.txt
new file mode 100644
index 000000000..08b1cfba8
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedFrequentRegularPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.weightedFrequentRegularPattern package
+===========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.weightedFrequentRegularPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedFrequentRegularPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.basic.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.basic.rst.txt
new file mode 100644
index 000000000..a5bd3337b
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.basic.rst.txt
@@ -0,0 +1,29 @@
+PAMI.weightedUncertainFrequentPattern.basic package
+===================================================
+
+Submodules
+----------
+
+PAMI.weightedUncertainFrequentPattern.basic.WUFIM module
+--------------------------------------------------------
+
+.. automodule:: PAMI.weightedUncertainFrequentPattern.basic.WUFIM
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+PAMI.weightedUncertainFrequentPattern.basic.abstract module
+-----------------------------------------------------------
+
+.. automodule:: PAMI.weightedUncertainFrequentPattern.basic.abstract
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedUncertainFrequentPattern.basic
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.rst.txt b/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.rst.txt
new file mode 100644
index 000000000..8cfa6d5f4
--- /dev/null
+++ b/sphinx/_build/html/_sources/PAMI.weightedUncertainFrequentPattern.rst.txt
@@ -0,0 +1,18 @@
+PAMI.weightedUncertainFrequentPattern package
+=============================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI.weightedUncertainFrequentPattern.basic
+
+Module contents
+---------------
+
+.. automodule:: PAMI.weightedUncertainFrequentPattern
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sphinx/_build/html/_sources/index.rst.txt b/sphinx/_build/html/_sources/index.rst.txt
new file mode 100644
index 000000000..1af5a2a8c
--- /dev/null
+++ b/sphinx/_build/html/_sources/index.rst.txt
@@ -0,0 +1,20 @@
+.. PAMI documentation master file, created by
+   sphinx-quickstart on Tue Apr 23 11:56:25 2024.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to PAMI's documentation!
+================================
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Contents:
+
+   modules
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
diff --git a/sphinx/_build/html/_sources/modules.rst.txt b/sphinx/_build/html/_sources/modules.rst.txt
new file mode 100644
index 000000000..5ca914e08
--- /dev/null
+++ b/sphinx/_build/html/_sources/modules.rst.txt
@@ -0,0 +1,7 @@
+PAMI
+====
+
+.. toctree::
+   :maxdepth: 4
+
+   PAMI
diff --git a/sphinx/_build/html/_static/_sphinx_javascript_frameworks_compat.js b/sphinx/_build/html/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 000000000..81415803e
--- /dev/null
+++ b/sphinx/_build/html/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
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+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
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+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
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+    list-style: decimal;
+}
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+    list-style: lower-alpha;
+}
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+}
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+    list-style: lower-roman;
+}
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+    list-style: upper-roman;
+}
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+:not(li) > ul > li:first-child > :first-child {
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+}
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+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
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+ol.simple ul p,
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+    margin-top: 0;
+}
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+    margin-top: 0;
+}
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+    margin-bottom: 0;
+}
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+div.citation > span {
+    float: left;
+}
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+  padding-right: 0.5em;
+}
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+  margin-left: 2em;
+}
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+  margin-left: 4em;
+}
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+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
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+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
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+.sig dl {
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+    margin-bottom: 0px;
+}
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+    margin-bottom: 0;
+}
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+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
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+rect.highlighted {
+    fill: #fbe54e;
+}
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+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
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+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
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+    text-decoration: underline;
+}
+
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+    font-style: oblique;
+}
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+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
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+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
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+    background-color: rgba(207, 255, 207, 0.2)
+}
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+    background-color: rgba(255, 207, 207, 0.2)
+}
+
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+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/sphinx/_build/html/_static/css/badge_only.css b/sphinx/_build/html/_static/css/badge_only.css
new file mode 100644
index 000000000..c718cee44
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new file mode 100644
index 000000000..855c845e5
--- /dev/null
+++ b/sphinx/_build/html/_static/css/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
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+ By ,,,
+Copyright Dave Gandy 2016. All rights reserved.
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diff --git a/sphinx/_build/html/_static/css/fonts/fontawesome-webfont.woff2 b/sphinx/_build/html/_static/css/fonts/fontawesome-webfont.woff2
new file mode 100644
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diff --git a/sphinx/_build/html/_static/doctools.js b/sphinx/_build/html/_static/doctools.js
new file mode 100644
index 000000000..d06a71d75
--- /dev/null
+++ b/sphinx/_build/html/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/sphinx/_build/html/_static/documentation_options.js b/sphinx/_build/html/_static/documentation_options.js
new file mode 100644
index 000000000..1cf10965b
--- /dev/null
+++ b/sphinx/_build/html/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '2024.04.23',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'html',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
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diff --git a/sphinx/_build/html/_static/jquery.js b/sphinx/_build/html/_static/jquery.js
new file mode 100644
index 000000000..c4c6022f2
--- /dev/null
+++ b/sphinx/_build/html/_static/jquery.js
@@ -0,0 +1,2 @@
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diff --git a/sphinx/_build/html/_static/js/html5shiv.min.js b/sphinx/_build/html/_static/js/html5shiv.min.js
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+++ b/sphinx/_build/html/_static/js/html5shiv.min.js
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+!function(n){var e={};function t(i){if(e[i])return e[i].exports;var o=e[i]={i:i,l:!1,exports:{}};return n[i].call(o.exports,o,o.exports,t),o.l=!0,o.exports}t.m=n,t.c=e,t.d=function(n,e,i){t.o(n,e)||Object.defineProperty(n,e,{enumerable:!0,get:i})},t.r=function(n){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(n,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(n,"__esModule",{value:!0})},t.t=function(n,e){if(1&e&&(n=t(n)),8&e)return n;if(4&e&&"object"==typeof n&&n&&n.__esModule)return n;var i=Object.create(null);if(t.r(i),Object.defineProperty(i,"default",{enumerable:!0,value:n}),2&e&&"string"!=typeof n)for(var o in n)t.d(i,o,function(e){return n[e]}.bind(null,o));return i},t.n=function(n){var e=n&&n.__esModule?function(){return n.default}:function(){return n};return t.d(e,"a",e),e},t.o=function(n,e){return Object.prototype.hasOwnProperty.call(n,e)},t.p="",t(t.s=0)}([function(n,e,t){t(1),n.exports=t(3)},function(n,e,t){(function(){var e="undefined"!=typeof window?window.jQuery:t(2);n.exports.ThemeNav={navBar:null,win:null,winScroll:!1,winResize:!1,linkScroll:!1,winPosition:0,winHeight:null,docHeight:null,isRunning:!1,enable:function(n){var t=this;void 0===n&&(n=!0),t.isRunning||(t.isRunning=!0,e((function(e){t.init(e),t.reset(),t.win.on("hashchange",t.reset),n&&t.win.on("scroll",(function(){t.linkScroll||t.winScroll||(t.winScroll=!0,requestAnimationFrame((function(){t.onScroll()})))})),t.win.on("resize",(function(){t.winResize||(t.winResize=!0,requestAnimationFrame((function(){t.onResize()})))})),t.onResize()})))},enableSticky:function(){this.enable(!0)},init:function(n){n(document);var e=this;this.navBar=n("div.wy-side-scroll:first"),this.win=n(window),n(document).on("click","[data-toggle='wy-nav-top']",(function(){n("[data-toggle='wy-nav-shift']").toggleClass("shift"),n("[data-toggle='rst-versions']").toggleClass("shift")})).on("click",".wy-menu-vertical .current ul li a",(function(){var 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[id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}if(t.length>0){$(".wy-menu-vertical .current").removeClass("current").attr("aria-expanded","false"),t.addClass("current").attr("aria-expanded","true"),t.closest("li.toctree-l1").parent().addClass("current").attr("aria-expanded","true");for(let n=1;n<=10;n++)t.closest("li.toctree-l"+n).addClass("current").attr("aria-expanded","true");t[0].scrollIntoView()}}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current").attr("aria-expanded","false"),e.siblings().find("li.current").removeClass("current").attr("aria-expanded","false");var t=e.find("> ul li");t.length&&(t.removeClass("current").attr("aria-expanded","false"),e.toggleClass("current").attr("aria-expanded",(function(n,e){return"true"==e?"false":"true"})))}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return 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\ No newline at end of file
diff --git a/sphinx/_build/html/_static/language_data.js b/sphinx/_build/html/_static/language_data.js
new file mode 100644
index 000000000..250f5665f
--- /dev/null
+++ b/sphinx/_build/html/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, is available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/sphinx/_build/html/_static/minus.png b/sphinx/_build/html/_static/minus.png
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GIT binary patch
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literal 0
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diff --git a/sphinx/_build/html/_static/plus.png b/sphinx/_build/html/_static/plus.png
new file mode 100644
index 0000000000000000000000000000000000000000..7107cec93a979b9a5f64843235a16651d563ce2d
GIT binary patch
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m3q%Vub%g%s<8sJhVPMczOq}xhg9DJoz~JfX=d#Wzp$Pyb1r*Kz

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diff --git a/sphinx/_build/html/_static/pygments.css b/sphinx/_build/html/_static/pygments.css
new file mode 100644
index 000000000..84ab3030a
--- /dev/null
+++ b/sphinx/_build/html/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #687822 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #767600 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #A45A77 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/sphinx/_build/html/_static/searchtools.js b/sphinx/_build/html/_static/searchtools.js
new file mode 100644
index 000000000..7918c3fab
--- /dev/null
+++ b/sphinx/_build/html/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      `Search finished, found ${resultCount} page(s) matching the search query.`
+    );
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((a, b) => {
+      const leftScore = a[4];
+      const rightScore = b[4];
+      if (leftScore === rightScore) {
+        // same score: sort alphabetically
+        const leftTitle = a[1].toLowerCase();
+        const rightTitle = b[1].toLowerCase();
+        if (leftTitle === rightTitle) return 0;
+        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+      }
+      return leftScore > rightScore ? 1 : -1;
+    });
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    results = results.reverse();
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
+        });
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [word]);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords) => {
+    const text = Search.htmlToText(htmlText);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/sphinx/_build/html/_static/sphinx_highlight.js b/sphinx/_build/html/_static/sphinx_highlight.js
new file mode 100644
index 000000000..8a96c69a1
--- /dev/null
+++ b/sphinx/_build/html/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/sphinx/_build/html/genindex.html b/sphinx/_build/html/genindex.html
new file mode 100644
index 000000000..2b1adec04
--- /dev/null
+++ b/sphinx/_build/html/genindex.html
@@ -0,0 +1,6735 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Index &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script src="_static/jquery.js?v=5d32c60e"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="_static/documentation_options.js?v=391540b0"></script>
+        <script src="_static/doctools.js?v=888ff710"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="#" />
+    <link rel="search" title="Search" href="search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            PAMI
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="modules.html">PAMI</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">PAMI</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Index</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+
+<h1 id="index">Index</h1>
+
+<div class="genindex-jumpbox">
+ <a href="#_"><strong>_</strong></a>
+ | <a href="#A"><strong>A</strong></a>
+ | <a href="#B"><strong>B</strong></a>
+ | <a href="#C"><strong>C</strong></a>
+ | <a href="#D"><strong>D</strong></a>
+ | <a href="#E"><strong>E</strong></a>
+ | <a href="#F"><strong>F</strong></a>
+ | <a href="#G"><strong>G</strong></a>
+ | <a href="#H"><strong>H</strong></a>
+ | <a href="#I"><strong>I</strong></a>
+ | <a href="#K"><strong>K</strong></a>
+ | <a href="#L"><strong>L</strong></a>
+ | <a href="#M"><strong>M</strong></a>
+ | <a href="#N"><strong>N</strong></a>
+ | <a href="#O"><strong>O</strong></a>
+ | <a href="#P"><strong>P</strong></a>
+ | <a href="#R"><strong>R</strong></a>
+ | <a href="#S"><strong>S</strong></a>
+ | <a href="#T"><strong>T</strong></a>
+ | <a href="#U"><strong>U</strong></a>
+ | <a href="#V"><strong>V</strong></a>
+ | <a href="#W"><strong>W</strong></a>
+ 
+</div>
+<h2 id="_">_</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.__init__">__init__() (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="A">A</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.add">add() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.add">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node.addChild">addChild() (PAMI.periodicFrequentPattern.basic.PSGrowth.Node method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.addEdge">addEdge() (PAMI.subgraphMining.basic.vertex.Vertex method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.addEdge">(PAMI.subgraphMining.topK.vertex.Vertex method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.additemset">additemset() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.addTransaction">addTransaction() (PAMI.localPeriodicPattern.basic.LPPGrowth.Tree method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.alreadyAdded">alreadyAdded (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.another">another() (PAMI.subgraphMining.basic.edge.Edge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.another">(PAMI.subgraphMining.topK.edge.Edge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori">Apriori (class in PAMI.frequentPattern.basic.Apriori)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence">ARWithConfidence (class in PAMI.AssociationRules.basic.ARWithConfidence)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage">ARWithLeverage (class in PAMI.AssociationRules.basic.ARWithLeverage)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift">ARWithLift (class in PAMI.AssociationRules.basic.ARWithLift)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.avg_transaction_length">avg_transaction_length (PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal attribute)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.avgTransactionLength">avgTransactionLength (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="B">B</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.backtrackingEFIM">backtrackingEFIM() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="C">C</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.calculateMIS">calculateMIS() (PAMI.extras.calculateMISValues.usingBeta.usingBeta method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.calculateMIS">(PAMI.extras.calculateMISValues.usingSD.usingSD method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.calculateNeighbourIntersection">calculateNeighbourIntersection() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.candidateCount">candidateCount (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth">CFPGrowth (class in PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth)</a>
+</li>
+      <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus">CFPGrowthPlus (class in PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus)</a>
+</li>
+      <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM">CHARM (class in PAMI.frequentPattern.closed.CHARM)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine">CMine (class in PAMI.coveragePattern.basic.CMine)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.coinFlip">coinFlip (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator attribute)</a>
+</li>
+      <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine">CoMine (class in PAMI.correlatedPattern.basic.CoMine)</a>
+</li>
+      <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus">CoMinePlus (class in PAMI.correlatedPattern.basic.CoMinePlus)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.conditionalTransactions">conditionalTransactions() (in module PAMI.periodicFrequentPattern.basic.PSGrowth)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence">Confidence (class in PAMI.AssociationRules.basic.RuleMiner)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.containEdge">containEdge() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.containEdge">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2MultipleTimeSeries">convert2MultipleTimeSeries() (PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TemporalDatabase">convert2TemporalDatabase() (PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2TransactionalDatabase">convert2TransactionalDatabase() (PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UncertainTransactional">convert2UncertainTransactional() (PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.convert2UtilityDatabase">convert2UtilityDatabase() (PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.convertDataIntoMatrix">convertDataIntoMatrix() (PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.convertDataIntoMatrix">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.convertDataIntoMatrix">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.convertDataIntoMatrix">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.convertDataIntoMatrix">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.convertDataIntoMatrix">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.convertPOINT">convertPOINT() (PAMI.extras.plotPointOnMap.plotPointOnMap method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.convertPOINT">(PAMI.extras.plotPointOnMap_dump.plotPointOnMap method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.copy">copy() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.copy">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.countSup">countSup() (PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner">CPFPMiner (class in PAMI.periodicFrequentPattern.closed.CPFPMiner)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG">CPPG (class in PAMI.coveragePattern.basic.CPPG)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.create">create() (PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.create">(PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.create">(PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.create_temporal_database">create_temporal_database() (PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal method)</a>, <a href="PAMI.extras.syntheticDataGenerator.html#id12">[1]</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase">createDatabase (class in PAMI.extras.imageProcessing.imagery2Databases)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase">createGeoreferentialTemporalDatabase (class in PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase.createGeoreferentialTemporalDatabase">createGeoreferentialTemporalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal.createGeoreferentialTemporalDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction.createGeoreferentialTransactionalDatabase">createGeoreferentialTransactionalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction.createGeoreferentialUncertainTransactionalDatabase">createGeoreferentialUncertainTransactionalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction method)</a>
+</li>
+      <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance">createNeighborhoodFileUsingEuclideanDistance (class in PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance">(class in PAMI.extras.neighbours.findNeighboursUsingEuclidean)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance">createNeighborhoodFileUsingGeodesicDistance (class in PAMI.extras.neighbours.findNeighboursUsingGeodesic)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.createPoint">createPoint() (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator method)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.createPrefixTree">createPrefixTree() (PAMI.localPeriodicPattern.basic.LPPGrowth.Tree method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createRandomNumbers">createRandomNumbers() (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase method)</a>, <a href="PAMI.extras.syntheticDataGenerator.html#id0">[1]</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions.createSyntheticGeoreferentialTransaction">createSyntheticGeoreferentialTransaction (class in PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction.createSyntheticGeoreferentialUncertainTransaction">createSyntheticGeoreferentialUncertainTransaction (class in PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal">createSyntheticTemporal (class in PAMI.extras.syntheticDataGenerator.createSyntheticTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal">CreateSyntheticTemporal (class in PAMI.extras.syntheticDataGenerator.temporalDatabaseGen)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction">createSyntheticTransaction (class in PAMI.extras.syntheticDataGenerator.createSyntheticTransactions)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal">createSyntheticUncertainTemporal (class in PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction">createSyntheticUncertainTransaction (class in PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility">createSyntheticUtility (class in PAMI.extras.syntheticDataGenerator.createSyntheticUtility)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.createSyntheticUtilityDatabase">createSyntheticUtilityDatabase() (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase method)</a>, <a href="PAMI.extras.syntheticDataGenerator.html#id10">[1]</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB">createTDB (class in PAMI.extras.DF2DB.createTDB)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.createTDB">createTDB() (PAMI.extras.DF2DB.createTDB.createTDB method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTemporal">createTemporal() (PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTemporal">(PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTemporal">(PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTemporal">(PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal.createTemporalDatabase">createTemporalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticTemporal.createSyntheticTemporal method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.createTemporalFile">createTemporalFile() (PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.createTransaction">createTransaction() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createTransactional">createTransactional() (PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createTransactional">(PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createTransactional">(PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createTransactional">(PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction.createTransactionalDatabase">createTransactionalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticTransactions.createSyntheticTransaction method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal.createUncertainTemporalDatabase">createUncertainTemporalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal.createSyntheticUncertainTemporal method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction.createUncertainTransactionalDatabase">createUncertainTransactionalDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions.createSyntheticUncertainTransaction method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.createUtility">createUtility() (PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.createUtility">(PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.createUtility">(PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.createUtility">(PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility.createUtilityDatabase">createUtilityDatabase() (PAMI.extras.syntheticDataGenerator.createSyntheticUtility.createSyntheticUtility method)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.creatingCoverageItems">creatingCoverageItems() (PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.creatingItemSets">creatingItemSets() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.creatingItemSets">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.creatingItemSets">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree">CUFPTree (class in PAMI.uncertainFrequentPattern.basic.CUFPTree)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="D">D</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset">Dataset (class in PAMI.highUtilitySpatialPattern.topk.TKSHUIM)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.deleteNode">deleteNode() (PAMI.localPeriodicPattern.basic.LPPGrowth.Tree method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF">DenseFormatDF (class in PAMI.extras.DF2DB.denseDF2DB_dump)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF">(class in PAMI.extras.DF2DB.DenseFormatDF)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus">DenseFormatDFPlus (class in PAMI.extras.DF2DB.denseDF2DBPlus)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB">DF2DB (class in PAMI.extras.DF2DB.DF2DB)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig">DF2Fig (class in PAMI.extras.graph.DF2Fig)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode">DFSCode (class in PAMI.subgraphMining.basic.dfsCode)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode">DfsCode (class in PAMI.subgraphMining.topK.DFSCode)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.DfsPruning">DfsPruning() (PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread">DfsThread (class in PAMI.subgraphMining.topK.DFSThread)</a>
+</li>
+      <li><a href="PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord">discord (class in PAMI.extras.messaging.discord)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.DYNAMIC_SEARCH">DYNAMIC_SEARCH (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="E">E</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT">ECLAT (class in PAMI.frequentPattern.basic.ECLAT)</a>
+</li>
+      <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset">ECLATbitset (class in PAMI.frequentPattern.basic.ECLATbitset)</a>
+</li>
+      <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset">ECLATDiffset (class in PAMI.frequentPattern.basic.ECLATDiffset)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge">Edge (class in PAMI.subgraphMining.basic.edge)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge">(class in PAMI.subgraphMining.topK.edge)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.edge_count_pruning">edge_count_pruning (PAMI.subgraphMining.basic.gspan.GSpan attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.EDGE_COUNT_PRUNING">EDGE_COUNT_PRUNING (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM">EFIM (class in PAMI.highUtilityPattern.basic.EFIM)</a>
+</li>
+      <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.Element">Element (class in PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_edge_labels">eliminate_infrequent_edge_labels (PAMI.subgraphMining.basic.gspan.GSpan attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_EDGE_LABELS">ELIMINATE_INFREQUENT_EDGE_LABELS (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertex_pairs">eliminate_infrequent_vertex_pairs (PAMI.subgraphMining.basic.gspan.GSpan attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTEX_PAIRS">ELIMINATE_INFREQUENT_VERTEX_PAIRS (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.eliminate_infrequent_vertices">eliminate_infrequent_vertices (PAMI.subgraphMining.basic.gspan.GSpan attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.ELIMINATE_INFREQUENT_VERTICES">ELIMINATE_INFREQUENT_VERTICES (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.EMPTY_INTEGER_ARRAY">EMPTY_INTEGER_ARRAY (PAMI.subgraphMining.topK.graph.Graph attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.EMPTY_VERTEX_LIST">EMPTY_VERTEX_LIST (PAMI.subgraphMining.topK.graph.Graph attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.emptyIntegerArray">emptyIntegerArray (PAMI.subgraphMining.basic.graph.Graph attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.emptyVertexList">emptyVertexList (PAMI.subgraphMining.basic.graph.Graph attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.endTime">endTime (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.endTime">endTime() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.endTime">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth">EPCPGrowth (class in PAMI.periodicCorrelatedPattern.basic.EPCPGrowth)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge">ExtendedEdge (class in PAMI.subgraphMining.basic.extendedEdge)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge">(class in PAMI.subgraphMining.topK.extendedEdge)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="F">F</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner">F3PMiner (class in PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner)</a>
+</li>
+      <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE">FAE (class in PAMI.frequentPattern.topk.FAE)</a>
+</li>
+      <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth">FCPGrowth (class in PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth)</a>
+</li>
+      <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner">FFIMiner (class in PAMI.fuzzyFrequentPattern.basic.FFIMiner)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner">(class in PAMI.fuzzyFrequentPattern.basic.FFIMiner_old)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner">FFSPMiner (class in PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner">(class in PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner">FGPFPMiner (class in PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner">(class in PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.finalPatterns">finalPatterns (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.finalPatterns">finalPatterns() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.finalPatterns">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.findAllOnlyOneVertex">findAllOnlyOneVertex() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.findAllOnlyOneVertex">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.findAllWithLabel">findAllWithLabel() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.findAllWithLabel">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.findTopKPatterns">findTopKPatterns() (PAMI.extras.plotPointOnMap.plotPointOnMap method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.findTopKPatterns">(PAMI.extras.plotPointOnMap_dump.plotPointOnMap method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree.fixNodeLinks">fixNodeLinks() (PAMI.localPeriodicPattern.basic.LPPGrowth.Tree method)</a>
+</li>
+      <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner">FPFPMiner (class in PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner">(class in PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth">FPGrowth (class in PAMI.frequentPattern.basic.FPGrowth)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.frequentSubgraph.FrequentSubgraph">FrequentSubgraph (class in PAMI.subgraphMining.basic.frequentSubgraph)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.frequentSubgraph.FrequentSubgraph">(class in PAMI.subgraphMining.topK.frequentSubgraph)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori">FTApriori (class in PAMI.faultTolerantFrequentPattern.basic.FTApriori)</a>
+</li>
+      <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth">FTFPGrowth (class in PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase">FuzzyDatabase (class in PAMI.extras.dbStats.FuzzyDatabase)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="G">G</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.generate">generate() (PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.generate">(PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.generate">(PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.generate">(PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.generate">(PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.generate">(PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Generate">Generate() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.generate_random_numbers">generate_random_numbers() (PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal method)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.generateAllPatterns">generateAllPatterns() (PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateAndPrintItemPairs">GenerateAndPrintItemPairs() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.generateArray">generateArray() (PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.generateArray">(PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GenerateExternalUtilityData">GenerateExternalUtilityData() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateGraphs">generateGraphs() (PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexCode">generateLatexCode() (in module PAMI.extras.generateLatexGraphFile)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.generateLatexCode">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.generateLatexGraphFile.generateLatexGraphFile">generateLatexGraphFile (class in PAMI.extras.generateLatexGraphFile)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal">generateTemporal (class in PAMI.extras.syntheticDataGenerator.generateTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase">generateTemporalDatabase (class in PAMI.extras.generateDatabase.generateTemporalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional">generateTransactional (class in PAMI.extras.syntheticDataGenerator.generateTransactional)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase">generateTransactionalDatabase (class in PAMI.extras.generateDatabase.generateTransactionalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal">generateUncertainTemporal (class in PAMI.extras.syntheticDataGenerator.generateUncertainTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional">generateUncertainTransactional (class in PAMI.extras.syntheticDataGenerator.generateUncertainTransactional)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal">generateUtilityTemporal (class in PAMI.extras.syntheticDataGenerator.generateUtilityTemporal)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional">generateUtilityTransactional (class in PAMI.extras.syntheticDataGenerator.generateUtilityTransactional)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.genPatterns">genPatterns() (PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllNeighbors">getAllNeighbors() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllNeighbors">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getAllVertices">getAllVertices() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getAllVertices">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAllVLabels">getAllVLabels() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAllVLabels">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getAt">getAt() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getAt">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageInterArrivalPeriod">getAverageInterArrivalPeriod() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageInterArrivalPeriod">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSequenceLength">getAverageItemPerSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageItemPerSubsequenceLength">getAverageItemPerSubsequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageItemPerSubsequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAveragePeriod">getAveragePeriod() (PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAveragePeriodOfItem">getAveragePeriodOfItem() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAveragePeriodOfItem">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getAverageSubsequencePerSequenceLength">getAverageSubsequencePerSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getAverageSubsequencePerSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageTransactionLength">getAverageTransactionLength() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getAverageTransactionLength">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getAverageTransactionLength">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getAverageTransactionLength">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getAverageTransactionLength">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageTransactionLength">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getAverageTransactionLength">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getAverageTransactionLength">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageTransactionLength">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getAverageUtility">getAverageUtility() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getAverageUtility">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getAverageUtility">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction.getBinaryTransaction">getBinaryTransaction() (PAMI.extras.uncertaindb_convert.predictedClass2Transaction method)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node.getChild">getChild() (PAMI.localPeriodicPattern.basic.LPPGrowth.Node method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getDatabaseAsDataFrame">getDatabaseAsDataFrame() (PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getDatabaseAsDataFrame">(PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getDatabaseSize">getDatabaseSize() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDatabaseSize">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getDatabaseSize">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDatabaseSize">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDatabaseSize">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDatabaseSize">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getDatabaseSize">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getDatabaseSize">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDatabaseSize">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDatabaseSize">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getDatabaseSize">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.getDataFrame">getDataFrame() (PAMI.extras.calculateMISValues.usingSD.usingSD method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.getDataFrame">(PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getDensity">getDensity() (PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getDensity">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getDensity">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getDensity">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getDensity">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getDensity">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getDensity">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdge">getEdge() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdge">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeCount">getEdgeCount() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeCount">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.edge.Edge.getEdgeLabel">getEdgeLabel() (PAMI.subgraphMining.basic.edge.Edge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getEdgeLabel">(PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getEdgeLabel">(PAMI.subgraphMining.basic.graph.Graph method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.edge.Edge.getEdgeLabel">(PAMI.subgraphMining.topK.edge.Edge method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getEdgeLabel">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getEdgeLabel">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getEdgeList">getEdgeList() (PAMI.subgraphMining.basic.vertex.Vertex method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getEdgeList">(PAMI.subgraphMining.topK.vertex.Vertex method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getEeList">getEeList() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getEeList">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetExternalUtilityData">GetExternalUtilityData() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF.getFileName">getFileName() (PAMI.extras.DF2DB.denseDF2DB_dump.DenseFormatDF method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus.getFileName">(PAMI.extras.DF2DB.denseDF2DBPlus.DenseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF.getFileName">(PAMI.extras.DF2DB.DenseFormatDF.DenseFormatDF method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus.getFileName">(PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF.getFileName">(PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF method)</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.getFileName">(PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance.getFileName">(PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo.createNeighborhoodFileUsingEuclideanDistance method)</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance.getFileName">(PAMI.extras.neighbours.findNeighboursUsingEuclidean.createNeighborhoodFileUsingEuclideanDistance method)</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance.getFileName">(PAMI.extras.neighbours.findNeighboursUsingGeodesic.createNeighborhoodFileUsingGeodesicDistance method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.getFileName">(PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getFrequenciesInRange">getFrequenciesInRange() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getFrequenciesInRange">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getFrequenciesInRange">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getFrequenciesInRange">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getFrequenciesInRange">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getFrequenciesInRange">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getFrequenciesInRange">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getFrequentSubgraphs">getFrequentSubgraphs() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getId">getId() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getId">(PAMI.subgraphMining.basic.vertex.Vertex method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getId">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getId">(PAMI.subgraphMining.topK.vertex.Vertex method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetInternalUtilityData">GetInternalUtilityData() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getItems">getItems() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getKSubgraphs">getKSubgraphs() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.getLabel">getLabel() (PAMI.subgraphMining.basic.vertex.Vertex method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.getLabel">(PAMI.subgraphMining.topK.vertex.Vertex method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getLastPosition">getLastPosition() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumInterArrivalPeriod">getMaximumInterArrivalPeriod() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumInterArrivalPeriod">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumPeriod">getMaximumPeriod() (PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumPeriodOfItem">getMaximumPeriodOfItem() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumPeriodOfItem">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSequenceLength">getMaximumSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMaximumSubsequenceLength">getMaximumSubsequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMaximumSubsequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumTransactionLength">getMaximumTransactionLength() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMaximumTransactionLength">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMaximumTransactionLength">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMaximumTransactionLength">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMaximumTransactionLength">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumTransactionLength">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMaximumTransactionLength">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMaximumTransactionLength">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumTransactionLength">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMaximumUtility">getMaximumUtility() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMaximumUtility">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMaximumUtility">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getMaxItem">getMaxItem() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset method)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryRSS">getMemoryRSS() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryRSS">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryRSS">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryRSS">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryRSS">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryRSS">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryRSS">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryRSS">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryRSS">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryRSS">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryRSS">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryRSS">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryRSS">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryRSS">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryRSS">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryRSS">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryRSS">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryRSS">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryRSS">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryRSS">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryRSS">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryRSS">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryRSS">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryRSS">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryRSS">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryRSS">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryRSS">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryRSS">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryRSS">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryRSS">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryRSS">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryRSS">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryRSS">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryRSS">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryRSS">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryRSS">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryRSS">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryRSS">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryRSS">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryRSS">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryRSS">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryRSS">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryRSS">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryRSS">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryRSS">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryRSS">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryRSS">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryRSS">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryRSS">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryRSS">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryRSS">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryRSS">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryRSS">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryRSS">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryRSS">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryRSS">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryRSS">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryRSS">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryRSS">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryRSS">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryRSS">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryRSS">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryRSS">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryRSS">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryRSS">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryRSS">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryRSS">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryRSS">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryRSS">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryRSS">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryRSS">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryRSS">(PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryRSS">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryRSS">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryRSS">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryRSS">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryRSS">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryRSS">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryRSS">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryRSS">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryRSS">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryRSS">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getMemoryUSS">getMemoryUSS() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getMemoryUSS">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getMemoryUSS">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getMemoryUSS">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getMemoryUSS">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getMemoryUSS">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getMemoryUSS">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getMemoryUSS">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getMemoryUSS">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getMemoryUSS">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getMemoryUSS">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getMemoryUSS">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getMemoryUSS">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getMemoryUSS">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getMemoryUSS">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getMemoryUSS">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getMemoryUSS">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getMemoryUSS">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getMemoryUSS">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getMemoryUSS">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getMemoryUSS">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getMemoryUSS">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getMemoryUSS">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getMemoryUSS">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getMemoryUSS">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getMemoryUSS">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getMemoryUSS">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getMemoryUSS">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getMemoryUSS">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getMemoryUSS">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getMemoryUSS">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getMemoryUSS">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getMemoryUSS">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getMemoryUSS">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getMemoryUSS">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getMemoryUSS">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getMemoryUSS">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getMemoryUSS">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getMemoryUSS">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getMemoryUSS">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getMemoryUSS">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getMemoryUSS">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getMemoryUSS">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getMemoryUSS">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getMemoryUSS">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getMemoryUSS">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getMemoryUSS">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getMemoryUSS">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getMemoryUSS">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getMemoryUSS">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getMemoryUSS">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getMemoryUSS">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getMemoryUSS">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getMemoryUSS">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getMemoryUSS">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getMemoryUSS">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getMemoryUSS">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getMemoryUSS">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getMemoryUSS">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getMemoryUSS">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getMemoryUSS">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getMemoryUSS">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getMemoryUSS">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getMemoryUSS">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getMemoryUSS">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getMemoryUSS">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getMemoryUSS">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getMemoryUSS">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getMemoryUSS">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getMemoryUSS">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getMemoryUSS">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getMemoryUSS">(PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMemoryUSS">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getMemoryUSS">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getMemoryUSS">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getMemoryUSS">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getMemoryUSS">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getMemoryUSS">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getMemoryUSS">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getMemoryUSS">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getMemoryUSS">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getMemoryUSS">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumInterArrivalPeriod">getMinimumInterArrivalPeriod() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumInterArrivalPeriod">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumPeriod">getMinimumPeriod() (PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumPeriodOfItem">getMinimumPeriodOfItem() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumPeriodOfItem">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSequenceLength">getMinimumSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getMinimumSubsequenceLength">getMinimumSubsequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getMinimumSubsequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumTransactionLength">getMinimumTransactionLength() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getMinimumTransactionLength">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getMinimumTransactionLength">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getMinimumTransactionLength">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getMinimumTransactionLength">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumTransactionLength">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getMinimumTransactionLength">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getMinimumTransactionLength">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumTransactionLength">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getMinimumUtility">getMinimumUtility() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getMinimumUtility">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getMinimumUtility">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getMinSupport">getMinSupport() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.getMISDataFrame">getMISDataFrame() (PAMI.extras.calculateMISValues.usingBeta.usingBeta method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getNonPrecalculatedAllVertices">getNonPrecalculatedAllVertices() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getNonPrecalculatedAllVertices">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getNumberOfItems">getNumberOfItems() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getNumberOfItems">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getNumberOfItems">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getNumberOfItems">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getNumberOfItems">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getNumberOfItems">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getNumberOfTransactionsPerTimestamp">getNumberOfTransactionsPerTimestamp() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getNumberOfTransactionsPerTimestamp">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getNumberOfTransactionsPerTimestamp">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatterns">getPatterns() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatterns">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatterns">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatterns">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatterns">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatterns">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatterns">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatterns">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatterns">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatterns">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatterns">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatterns">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatterns">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatterns">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatterns">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatterns">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatterns">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatterns">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatterns">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatterns">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatterns">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatterns">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatterns">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatterns">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatterns">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatterns">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatterns">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatterns">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatterns">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatterns">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatterns">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatterns">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatterns">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatterns">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatterns">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatterns">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatterns">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatterns">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatterns">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatterns">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatterns">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatterns">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatterns">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatterns">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatterns">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatterns">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatterns">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatterns">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatterns">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatterns">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatterns">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatterns">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatterns">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatterns">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatterns">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatterns">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatterns">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatterns">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatterns">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatterns">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatterns">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatterns">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatterns">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatterns">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatterns">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatterns">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatterns">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatterns">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatterns">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatterns">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatterns">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatterns">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatterns">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatterns">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatterns">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatterns">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatterns">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatterns">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatterns">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatterns">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getPatternsAsDataFrame">getPatternsAsDataFrame() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getPatternsAsDataFrame">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getPatternsAsDataFrame">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getPatternsAsDataFrame">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getPatternsAsDataFrame">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getPatternsAsDataFrame">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getPatternsAsDataFrame">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getPatternsAsDataFrame">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getPatternsAsDataFrame">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getPatternsAsDataFrame">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getPatternsAsDataFrame">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getPatternsAsDataFrame">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getPatternsAsDataFrame">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getPatternsAsDataFrame">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getPatternsAsDataFrame">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getPatternsAsDataFrame">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getPatternsAsDataFrame">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getPatternsAsDataFrame">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getPatternsAsDataFrame">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getPatternsAsDataFrame">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getPatternsAsDataFrame">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getPatternsAsDataFrame">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getPatternsAsDataFrame">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getPatternsAsDataFrame">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataFrame">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getPatternsAsDataframe">getPatternsAsDataframe() (PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+      <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getPatternsAsDataFrame">getPatternsAsDataFrame() (PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getPatternsAsDataFrame">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getPatternsAsDataFrame">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getPatternsAsDataFrame">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getPatternsAsDataFrame">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getPatternsAsDataFrame">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getPatternsAsDataFrame">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getPatternsAsDataFrame">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getPatternsAsDataFrame">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getPatternsAsDataFrame">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getPatternsAsDataFrame">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getPatternsAsDataFrame">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getPatternsAsDataFrame">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getPatternsAsDataFrame">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getPatternsAsDataFrame">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getPatternsAsDataFrame">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getPatternsAsDataFrame">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getPatternsAsDataFrame">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getPatternsAsDataFrame">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getPatternsAsDataFrame">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getPatternsAsDataFrame">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getPatternsAsDataFrame">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getPatternsAsDataFrame">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getPatternsAsDataFrame">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getPatternsAsDataFrame">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getPatternsAsDataFrame">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getPatternsAsDataFrame">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getPatternsAsDataFrame">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getPatternsAsDataFrame">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getPatternsAsDataFrame">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getPatternsAsDataFrame">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getPatternsAsDataFrame">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getPatternsAsDataFrame">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getPatternsAsDataFrame">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getPatternsAsDataFrame">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getPatternsAsDataFrame">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getPatternsAsDataFrame">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getPatternsAsDataFrame">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getPatternsAsDataFrame">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getPatternsAsDataFrame">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getPatternsAsDataFrame">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getPatternsAsDataFrame">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getPatternsAsDataFrame">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getPatternsAsDataFrame">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getPatternsAsDataFrame">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getPatternsAsDataFrame">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getPer_Sup">getPer_Sup() (PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.getPeriodAndSupport">getPeriodAndSupport() (in module PAMI.periodicFrequentPattern.basic.PSGrowth)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getPeriodsInRange">getPeriodsInRange() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getPeriodsInRange">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getPmus">getPmus() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getQueueSize">getQueueSize() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMost">getRightMost() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMost">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.getRightMostPath">getRightMostPath() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.getRightMostPath">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.getRuntime">getRuntime() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.getRuntime">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.getRuntime">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.getRuntime">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.getRuntime">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.getRuntime">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.getRuntime">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.getRuntime">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.getRuntime">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.getRuntime">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.getRuntime">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.getRuntime">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.getRuntime">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.getRuntime">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.getRuntime">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.getRuntime">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.getRuntime">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.getRuntime">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.getRuntime">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.getRuntime">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.getRuntime">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.getRuntime">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.getRuntime">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.getRuntime">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.getRuntime">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.getRuntime">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.getRuntime">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.getRuntime">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.getRuntime">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.getRuntime">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.getRuntime">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.getRuntime">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.getRuntime">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.getRuntime">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.getRuntime">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.getRuntime">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.getRuntime">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.getRuntime">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.getRuntime">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.getRuntime">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.getRuntime">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.getRuntime">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.getRuntime">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.getRuntime">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.getRuntime">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.getRuntime">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.getRuntime">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.getRuntime">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.getRuntime">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.getRuntime">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.getRuntime">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.getRuntime">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.getRuntime">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.getRuntime">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.getRuntime">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.getRuntime">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.getRuntime">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.getRuntime">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.getRuntime">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.getRuntime">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.getRuntime">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.getRuntime">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.getRuntime">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.getRuntime">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.getRuntime">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.getRuntime">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getRuntime">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.getRuntime">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.getRuntime">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.getRuntime">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.getRuntime">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.getRuntime">(PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getRuntime">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.getRuntime">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.getRuntime">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.getRuntime">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.getRuntime">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.getRuntime">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.getRuntime">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.getRuntime">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.getRuntime">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.getRuntime">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.getSameSeq">getSameSeq() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequenceSize">getSequenceSize() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequenceSize">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSequencialLengthDistribution">getSequencialLengthDistribution() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSequencialLengthDistribution">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedListOfItemFrequencies">getSortedListOfItemFrequencies() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedListOfItemFrequencies">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSortedListOfItemFrequencies">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSortedListOfItemFrequencies">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedListOfItemFrequencies">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSortedUtilityValuesOfItem">getSortedUtilityValuesOfItem() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSortedUtilityValuesOfItem">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSortedUtilityValuesOfItem">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getSparsity">getSparsity() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getSparsity">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getSparsity">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getSparsity">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getSparsity">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getSparsity">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getSparsity">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getSparsity">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getSparsity">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getSparsity">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationPeriod">getStandardDeviationPeriod() (PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationPeriod">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationPeriod">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSequenceLength">getStandardDeviationSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getStandardDeviationSubsequenceLength">getStandardDeviationSubsequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getStandardDeviationSubsequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getStandardDeviationTransactionLength">getStandardDeviationTransactionLength() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getStandardDeviationTransactionLength">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getStandardDeviationTransactionLength">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getStandardDeviationTransactionLength">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.getSubgraphs">getSubgraphs() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getSubsequencialLengthDistribution">getSubsequencialLengthDistribution() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getSubsequencialLengthDistribution">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">getSupportForItems() (PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.getSupportForItems">(PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTemporalDatabase">getTemporalDatabase() (PAMI.extras.DF2DB.DF2DB.DF2DB method)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.getTopKPatterns">getTopKPatterns() (PAMI.extras.topKPatterns.topKPatterns method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalNumberOfItems">getTotalNumberOfItems() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTotalNumberOfItems">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalNumberOfItems">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getTotalNumberOfItems">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTotalNumberOfItems">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTotalNumberOfItems">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalNumberOfItems">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTotalUtility">getTotalUtility() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTotalUtility">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTotalUtility">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getTransactionalDatabase">getTransactionalDatabase() (PAMI.extras.DF2DB.DF2DB.DF2DB method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.getTransactions">getTransactions() (PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.getTransactions">(PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.getTransactions">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getTransanctionalLengthDistribution">getTransanctionalLengthDistribution() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getTransanctionalLengthDistribution">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getTransanctionalLengthDistribution">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getTransanctionalLengthDistribution">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.getUtilities">getUtilities() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.GetUtilityData">GetUtilityData() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.DF2DB.DF2DB.getUtilityDatabase">getUtilityDatabase() (PAMI.extras.DF2DB.DF2DB.DF2DB method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV1">getV1() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV1">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getV2">getV2() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getV2">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSequenceLength">getVarianceSequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.getVarianceSubsequenceLength">getVarianceSubsequenceLength() (PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.getVarianceSubsequenceLength">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.getVarianceTransactionLength">getVarianceTransactionLength() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.getVarianceTransactionLength">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.getVarianceTransactionLength">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.getVarianceTransactionLength">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.getVarianceTransactionLength">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.getVarianceTransactionLength">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.getVarianceTransactionLength">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.getVarianceTransactionLength">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.getVarianceTransactionLength">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.getVLabel">getVLabel() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.getVLabel">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel1">getVLabel1() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel1">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.getVLabel2">getVLabel2() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.getVLabel2">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth">GFPGrowth (class in PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth)</a>
+</li>
+      <li><a href="PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail">gmail (class in PAMI.extras.messaging.gmail)</a>
+</li>
+      <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner">GPFPMiner (class in PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph">Graph (class in PAMI.subgraphMining.basic.graph)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph">(class in PAMI.subgraphMining.topK.graph)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase">graphDatabase (class in PAMI.extras.stats.graphDatabase)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase">(class in PAMI.extras.visualize.graphs)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan">GSpan (class in PAMI.subgraphMining.basic.gspan)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gSpan">gSpan() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gSpan">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.Pair">GSpan.Pair (class in PAMI.subgraphMining.basic.gspan)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.gspanDFS">gspanDFS() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDfs">gspanDfs() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.gspanDynamicDFS">gspanDynamicDFS() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="H">H</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM">HDSHUIM (class in PAMI.highUtilitySpatialPattern.basic.HDSHUIM)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.heapList">heapList (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner">HMiner (class in PAMI.highUtilityPattern.basic.HMiner)</a>
+</li>
+      <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM">HUFIM (class in PAMI.highUtilityFrequentPattern.basic.HUFIM)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.iFile">iFile (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.iFile">iFile() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.iFile">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">incrementCount() (PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.incrementCount">(PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.insertionSort">insertionSort() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intersection">intersection() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.intTostr">intTostr (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.is_equal">is_equal() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.isCanonical">isCanonical() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.isCanonical">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.isEmpty">isEmpty() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.isEmpty">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.isNeighboring">isNeighboring() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.isNeighboring">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.items">items (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="K">K</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner">k3PMiner (class in PAMI.partialPeriodicPattern.topk.k3PMiner)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner">kPFPMiner (class in PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="L">L</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage">Leverage (class in PAMI.AssociationRules.basic.RuleMiner)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift">Lift (class in PAMI.AssociationRules.basic.ARWithLift)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift">(class in PAMI.AssociationRules.basic.RuleMiner)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.lno">lno (PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner attribute)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth">LPPGrowth (class in PAMI.localPeriodicPattern.basic.LPPGrowth)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth">LPPMBreadth (class in PAMI.localPeriodicPattern.basic.LPPMBreadth)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth">LPPMDepth (class in PAMI.localPeriodicPattern.basic.LPPMDepth)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="M">M</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.main">main() (in module PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.main">(in module PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.main">(in module PAMI.highUtilitySpatialPattern.topk.TKSHUIM)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make1LenDatabase">make1LenDatabase() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.make2BitDatabase">make2BitDatabase() (PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make2LenDatabase">make2LenDatabase() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.make3LenDatabase">make3LenDatabase() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNext">makeNext() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRow">makeNextRow() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame">makeNextRowSame() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame2">makeNextRowSame2() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makeNextRowSame3">makeNextRowSame3() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeNextSame">makeNextSame() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseFirst">makeSeqDatabaseFirst() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSeqDatabaseSame">makeSeqDatabaseSame() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.makeSupDatabase">makeSupDatabase() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabase">makexLenDatabase() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.makexLenDatabaseSame">makexLenDatabaseSame() (PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mapNeighbours">mapNeighbours() (PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+
+      <ul>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mapNeighbours">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth">MaxFPGrowth (class in PAMI.frequentPattern.maximal.MaxFPGrowth)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.maxItem">maxItem (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.maxMemory">maxMemory (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth">MaxPFGrowth (class in PAMI.periodicFrequentPattern.maximal.MaxPFGrowth)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.maxUtilRange">maxUtilRange (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryRSS">memoryRSS (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryRSS">memoryRSS() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryRSS">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.memoryUSS">memoryUSS (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.memoryUSS">memoryUSS() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.memoryUSS">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.mine">mine() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.mine">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.mine">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.mine">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.mine">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.mine">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.mine">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.mine">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.mine">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.mine">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.mine">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.mine">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.mine">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.mine">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.mine">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.mine">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.mine">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.mine">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.mine">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.mine">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.mine">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.mine">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.mine">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.mine">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.mine">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.mine">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.mine">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.mine">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.mine">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.mine">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.mine">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.mine">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.mine">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.mine">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.mine">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.mine">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.mine">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.mine">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.mine">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.mine">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.mine">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.mine">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.Mine">Mine() (PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.Mine">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.Mine">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.mine">mine() (PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.mine">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.mine">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.Mine">Mine() (PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.Mine">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.Mine">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.Mine">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.Mine">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.Mine">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.Mine">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.Mine">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.Mine">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.Mine">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.Mine">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.mine">mine() (PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+
+      <ul>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.mine">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.mine">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.mine">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.mine">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.mine">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.mine">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.mine">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.mine">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.mine">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.minUtil">minUtil (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.minUtil">minUtil() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+      <li>
+    module
+
+      <ul>
+        <li><a href="PAMI.html#module-PAMI">PAMI</a>
+</li>
+        <li><a href="PAMI.AssociationRules.html#module-PAMI.AssociationRules">PAMI.AssociationRules</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic">PAMI.AssociationRules.basic</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.abstract">PAMI.AssociationRules.basic.abstract</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithConfidence">PAMI.AssociationRules.basic.ARWithConfidence</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLeverage">PAMI.AssociationRules.basic.ARWithLeverage</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLift">PAMI.AssociationRules.basic.ARWithLift</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.RuleMiner">PAMI.AssociationRules.basic.RuleMiner</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.html#module-PAMI.correlatedPattern">PAMI.correlatedPattern</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic">PAMI.correlatedPattern.basic</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.abstract">PAMI.correlatedPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMine">PAMI.correlatedPattern.basic.CoMine</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMinePlus">PAMI.correlatedPattern.basic.CoMinePlus</a>
+</li>
+        <li><a href="PAMI.coveragePattern.html#module-PAMI.coveragePattern">PAMI.coveragePattern</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic">PAMI.coveragePattern.basic</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.abstract">PAMI.coveragePattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CMine">PAMI.coveragePattern.basic.CMine</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CPPG">PAMI.coveragePattern.basic.CPPG</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras">PAMI.extras</a>
+</li>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues">PAMI.extras.calculateMISValues</a>
+</li>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingBeta">PAMI.extras.calculateMISValues.usingBeta</a>
+</li>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingSD">PAMI.extras.calculateMISValues.usingSD</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats">PAMI.extras.dbStats</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.FuzzyDatabase">PAMI.extras.dbStats.FuzzyDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.SequentialDatabase">PAMI.extras.dbStats.SequentialDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TemporalDatabase">PAMI.extras.dbStats.TemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TransactionalDatabase">PAMI.extras.dbStats.TransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTemporalDatabase">PAMI.extras.dbStats.UncertainTemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTransactionalDatabase">PAMI.extras.dbStats.UncertainTransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UtilityDatabase">PAMI.extras.dbStats.UtilityDatabase</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB">PAMI.extras.DF2DB</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.createTDB">PAMI.extras.DF2DB.createTDB</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DB_dump">PAMI.extras.DF2DB.denseDF2DB_dump</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DBPlus">PAMI.extras.DF2DB.denseDF2DBPlus</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DenseFormatDF">PAMI.extras.DF2DB.DenseFormatDF</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DF2DB">PAMI.extras.DF2DB.DF2DB</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.sparseDF2DBPlus">PAMI.extras.DF2DB.sparseDF2DBPlus</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.SparseFormatDF">PAMI.extras.DF2DB.SparseFormatDF</a>
+</li>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation">PAMI.extras.fuzzyTransformation</a>
+</li>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.abstract">PAMI.extras.fuzzyTransformation.abstract</a>
+</li>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy">PAMI.extras.fuzzyTransformation.temporalToFuzzy</a>
+</li>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy">PAMI.extras.fuzzyTransformation.transactionalToFuzzy</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase">PAMI.extras.generateDatabase</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTemporalDatabase">PAMI.extras.generateDatabase.generateTemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTransactionalDatabase">PAMI.extras.generateDatabase.generateTransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.generateLatexGraphFile">PAMI.extras.generateLatexGraphFile</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph">PAMI.extras.graph</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.DF2Fig">PAMI.extras.graph.DF2Fig</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphFromDictionary">PAMI.extras.graph.plotLineGraphFromDictionary</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphsFromDataFrame">PAMI.extras.graph.plotLineGraphsFromDataFrame</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizeFuzzyPatterns">PAMI.extras.graph.visualizeFuzzyPatterns</a>
+</li>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizePatterns">PAMI.extras.graph.visualizePatterns</a>
+</li>
+        <li><a href="PAMI.extras.image2Database.html#module-PAMI.extras.image2Database">PAMI.extras.image2Database</a>
+</li>
+        <li><a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing">PAMI.extras.imageProcessing</a>
+</li>
+        <li><a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing.imagery2Databases">PAMI.extras.imageProcessing.imagery2Databases</a>
+</li>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging">PAMI.extras.messaging</a>
+</li>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.discord">PAMI.extras.messaging.discord</a>
+</li>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.gmail">PAMI.extras.messaging.gmail</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours">PAMI.extras.neighbours</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean">PAMI.extras.neighbours.findNeighboursUsingEuclidean</a>
+</li>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic">PAMI.extras.neighbours.findNeighboursUsingGeodesic</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap">PAMI.extras.plotPointOnMap</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap_dump">PAMI.extras.plotPointOnMap_dump</a>
+</li>
+        <li><a href="PAMI.extras.sampleDatasets.html#module-PAMI.extras.sampleDatasets">PAMI.extras.sampleDatasets</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.scatterPlotSpatialPoints">PAMI.extras.scatterPlotSpatialPoints</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats">PAMI.extras.stats</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.graphDatabase">PAMI.extras.stats.graphDatabase</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.sequentialDatabase">PAMI.extras.stats.sequentialDatabase</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.temporalDatabase">PAMI.extras.stats.temporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.TransactionalDatabase">PAMI.extras.stats.TransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.utilityDatabase">PAMI.extras.stats.utilityDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator">PAMI.extras.syntheticDataGenerator</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility">PAMI.extras.syntheticDataGenerator.createSyntheticUtility</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase">PAMI.extras.syntheticDataGenerator.fuzzyDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTemporal">PAMI.extras.syntheticDataGenerator.generateTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTransactional">PAMI.extras.syntheticDataGenerator.generateTransactional</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase">PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase">PAMI.extras.syntheticDataGenerator.TemporalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase">PAMI.extras.syntheticDataGenerator.TransactionalDatabase</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.utilityDatabase">PAMI.extras.syntheticDataGenerator.utilityDatabase</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.topKPatterns">PAMI.extras.topKPatterns</a>
+</li>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.uncertaindb_convert">PAMI.extras.uncertaindb_convert</a>
+</li>
+        <li><a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize">PAMI.extras.visualize</a>
+</li>
+        <li><a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize.graphs">PAMI.extras.visualize.graphs</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.html#module-PAMI.faultTolerantFrequentPattern">PAMI.faultTolerantFrequentPattern</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic">PAMI.faultTolerantFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.abstract">PAMI.faultTolerantFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori">PAMI.faultTolerantFrequentPattern.basic.FTApriori</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth</a>
+</li>
+        <li><a href="PAMI.frequentPattern.html#module-PAMI.frequentPattern">PAMI.frequentPattern</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic">PAMI.frequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.abstract">PAMI.frequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.Apriori">PAMI.frequentPattern.basic.Apriori</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLAT">PAMI.frequentPattern.basic.ECLAT</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATbitset">PAMI.frequentPattern.basic.ECLATbitset</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATDiffset">PAMI.frequentPattern.basic.ECLATDiffset</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.FPGrowth">PAMI.frequentPattern.basic.FPGrowth</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed">PAMI.frequentPattern.closed</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.abstract">PAMI.frequentPattern.closed.abstract</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.CHARM">PAMI.frequentPattern.closed.CHARM</a>
+</li>
+        <li><a href="PAMI.frequentPattern.cuda.html#module-PAMI.frequentPattern.cuda">PAMI.frequentPattern.cuda</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal">PAMI.frequentPattern.maximal</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.abstract">PAMI.frequentPattern.maximal.abstract</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.MaxFPGrowth">PAMI.frequentPattern.maximal.MaxFPGrowth</a>
+</li>
+        <li><a href="PAMI.frequentPattern.pyspark.html#module-PAMI.frequentPattern.pyspark">PAMI.frequentPattern.pyspark</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk">PAMI.frequentPattern.topk</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.abstract">PAMI.frequentPattern.topk.abstract</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.FAE">PAMI.frequentPattern.topk.FAE</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.html#module-PAMI.fuzzyCorrelatedPattern">PAMI.fuzzyCorrelatedPattern</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic">PAMI.fuzzyCorrelatedPattern.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.abstract">PAMI.fuzzyCorrelatedPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.html#module-PAMI.fuzzyFrequentPattern">PAMI.fuzzyFrequentPattern</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic">PAMI.fuzzyFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.abstract">PAMI.fuzzyFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner">PAMI.fuzzyFrequentPattern.basic.FFIMiner</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.html#module-PAMI.fuzzyGeoreferencedFrequentPattern">PAMI.fuzzyGeoreferencedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic">PAMI.fuzzyGeoreferencedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.html#module-PAMI.fuzzyPartialPeriodicPatterns">PAMI.fuzzyPartialPeriodicPatterns</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic">PAMI.fuzzyPartialPeriodicPatterns.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract">PAMI.fuzzyPartialPeriodicPatterns.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.html#module-PAMI.fuzzyPeriodicFrequentPattern">PAMI.fuzzyPeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic">PAMI.fuzzyPeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract">PAMI.fuzzyPeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.html#module-PAMI.georeferencedFrequentPattern">PAMI.georeferencedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic">PAMI.georeferencedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.abstract">PAMI.georeferencedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern">PAMI.georeferencedFrequentSequencePattern</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern.abstract">PAMI.georeferencedFrequentSequencePattern.abstract</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.html#module-PAMI.georeferencedPartialPeriodicPattern">PAMI.georeferencedPartialPeriodicPattern</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic">PAMI.georeferencedPartialPeriodicPattern.basic</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract">PAMI.georeferencedPartialPeriodicPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.html#module-PAMI.geoReferencedPeriodicFrequentPattern">PAMI.geoReferencedPeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic">PAMI.geoReferencedPeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract">PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.html#module-PAMI.highUtilityFrequentPattern">PAMI.highUtilityFrequentPattern</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic">PAMI.highUtilityFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.abstract">PAMI.highUtilityFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.HUFIM">PAMI.highUtilityFrequentPattern.basic.HUFIM</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.html#module-PAMI.highUtilityGeoreferencedFrequentPattern">PAMI.highUtilityGeoreferencedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic">PAMI.highUtilityGeoreferencedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract">PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.html#module-PAMI.highUtilityPattern">PAMI.highUtilityPattern</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic">PAMI.highUtilityPattern.basic</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.abstract">PAMI.highUtilityPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.EFIM">PAMI.highUtilityPattern.basic.EFIM</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.HMiner">PAMI.highUtilityPattern.basic.HMiner</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.UPGrowth">PAMI.highUtilityPattern.basic.UPGrowth</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel">PAMI.highUtilityPattern.parallel</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel.abstract">PAMI.highUtilityPattern.parallel.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams">PAMI.highUtilityPatternsInStreams</a>
+</li>
+        <li><a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams.abstract">PAMI.highUtilityPatternsInStreams.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern">PAMI.highUtilitySpatialPattern</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern.abstract">PAMI.highUtilitySpatialPattern.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic">PAMI.highUtilitySpatialPattern.basic</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.abstract">PAMI.highUtilitySpatialPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM">PAMI.highUtilitySpatialPattern.basic.HDSHUIM</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.SHUIM">PAMI.highUtilitySpatialPattern.basic.SHUIM</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk">PAMI.highUtilitySpatialPattern.topk</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.abstract">PAMI.highUtilitySpatialPattern.topk.abstract</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM">PAMI.highUtilitySpatialPattern.topk.TKSHUIM</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.html#module-PAMI.localPeriodicPattern">PAMI.localPeriodicPattern</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic">PAMI.localPeriodicPattern.basic</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.abstract">PAMI.localPeriodicPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPGrowth">PAMI.localPeriodicPattern.basic.LPPGrowth</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMBreadth">PAMI.localPeriodicPattern.basic.LPPMBreadth</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMDepth">PAMI.localPeriodicPattern.basic.LPPMDepth</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern">PAMI.multipleMinimumSupportBasedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.html#module-PAMI.partialPeriodicFrequentPattern">PAMI.partialPeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic">PAMI.partialPeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic.abstract">PAMI.partialPeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.html#module-PAMI.partialPeriodicPattern">PAMI.partialPeriodicPattern</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic">PAMI.partialPeriodicPattern.basic</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.abstract">PAMI.partialPeriodicPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.Gabstract">PAMI.partialPeriodicPattern.basic.Gabstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT">PAMI.partialPeriodicPattern.basic.PPP_ECLAT</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPPGrowth">PAMI.partialPeriodicPattern.basic.PPPGrowth</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed">PAMI.partialPeriodicPattern.closed</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.abstract">PAMI.partialPeriodicPattern.closed.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.PPPClose">PAMI.partialPeriodicPattern.closed.PPPClose</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal">PAMI.partialPeriodicPattern.maximal</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal.abstract">PAMI.partialPeriodicPattern.maximal.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark">PAMI.partialPeriodicPattern.pyspark</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark.abstract">PAMI.partialPeriodicPattern.pyspark.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk">PAMI.partialPeriodicPattern.topk</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.abstract">PAMI.partialPeriodicPattern.topk.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.k3PMiner">PAMI.partialPeriodicPattern.topk.k3PMiner</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries">PAMI.partialPeriodicPatternInMultipleTimeSeries</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract">PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.html#module-PAMI.periodicCorrelatedPattern">PAMI.periodicCorrelatedPattern</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic">PAMI.periodicCorrelatedPattern.basic</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.abstract">PAMI.periodicCorrelatedPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.html#module-PAMI.periodicFrequentPattern">PAMI.periodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic">PAMI.periodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.abstract">PAMI.periodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFECLAT">PAMI.periodicFrequentPattern.basic.PFECLAT</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowth">PAMI.periodicFrequentPattern.basic.PFPGrowth</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPMC">PAMI.periodicFrequentPattern.basic.PFPMC</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PSGrowth">PAMI.periodicFrequentPattern.basic.PSGrowth</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed">PAMI.periodicFrequentPattern.closed</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.abstract">PAMI.periodicFrequentPattern.closed.abstract</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.CPFPMiner">PAMI.periodicFrequentPattern.closed.CPFPMiner</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.cuda.html#module-PAMI.periodicFrequentPattern.cuda">PAMI.periodicFrequentPattern.cuda</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal">PAMI.periodicFrequentPattern.maximal</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.abstract">PAMI.periodicFrequentPattern.maximal.abstract</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.pyspark.html#module-PAMI.periodicFrequentPattern.pyspark">PAMI.periodicFrequentPattern.pyspark</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.html#module-PAMI.periodicFrequentPattern.topk">PAMI.periodicFrequentPattern.topk</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner">PAMI.periodicFrequentPattern.topk.kPFPMiner</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract">PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP">PAMI.periodicFrequentPattern.topk.TopkPFP</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract">PAMI.periodicFrequentPattern.topk.TopkPFP.abstract</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP</a>
+</li>
+        <li><a href="PAMI.recurringPattern.html#module-PAMI.recurringPattern">PAMI.recurringPattern</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic">PAMI.recurringPattern.basic</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.abstract">PAMI.recurringPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.RPGrowth">PAMI.recurringPattern.basic.RPGrowth</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.html#module-PAMI.relativeFrequentPattern">PAMI.relativeFrequentPattern</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic">PAMI.relativeFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.abstract">PAMI.relativeFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth">PAMI.relativeFrequentPattern.basic.RSFPGrowth</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.html#module-PAMI.relativeHighUtilityPattern">PAMI.relativeHighUtilityPattern</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic">PAMI.relativeHighUtilityPattern.basic</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.abstract">PAMI.relativeHighUtilityPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.RHUIM">PAMI.relativeHighUtilityPattern.basic.RHUIM</a>
+</li>
+        <li><a href="PAMI.sequence.html#module-PAMI.sequence">PAMI.sequence</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.html#module-PAMI.sequentialPatternMining">PAMI.sequentialPatternMining</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic">PAMI.sequentialPatternMining.basic</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.abstract">PAMI.sequentialPatternMining.basic.abstract</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.prefixSpan">PAMI.sequentialPatternMining.basic.prefixSpan</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPADE">PAMI.sequentialPatternMining.basic.SPADE</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPAM">PAMI.sequentialPatternMining.basic.SPAM</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed">PAMI.sequentialPatternMining.closed</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.abstract">PAMI.sequentialPatternMining.closed.abstract</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.bide">PAMI.sequentialPatternMining.closed.bide</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.html#module-PAMI.stablePeriodicFrequentPattern">PAMI.stablePeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic">PAMI.stablePeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.abstract">PAMI.stablePeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK">PAMI.stablePeriodicFrequentPattern.topK</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.abstract">PAMI.stablePeriodicFrequentPattern.topK.abstract</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN">PAMI.stablePeriodicFrequentPattern.topK.TSPIN</a>
+</li>
+        <li><a href="PAMI.subgraphMining.html#module-PAMI.subgraphMining">PAMI.subgraphMining</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic">PAMI.subgraphMining.basic</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.abstract">PAMI.subgraphMining.basic.abstract</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.dfsCode">PAMI.subgraphMining.basic.dfsCode</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.edge">PAMI.subgraphMining.basic.edge</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.extendedEdge">PAMI.subgraphMining.basic.extendedEdge</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.frequentSubgraph">PAMI.subgraphMining.basic.frequentSubgraph</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.graph">PAMI.subgraphMining.basic.graph</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.gspan">PAMI.subgraphMining.basic.gspan</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.sparseTriangularMatrix">PAMI.subgraphMining.basic.sparseTriangularMatrix</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.vertex">PAMI.subgraphMining.basic.vertex</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK">PAMI.subgraphMining.topK</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.abstract">PAMI.subgraphMining.topK.abstract</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSCode">PAMI.subgraphMining.topK.DFSCode</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSThread">PAMI.subgraphMining.topK.DFSThread</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.edge">PAMI.subgraphMining.topK.edge</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.extendedEdge">PAMI.subgraphMining.topK.extendedEdge</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.frequentSubgraph">PAMI.subgraphMining.topK.frequentSubgraph</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.graph">PAMI.subgraphMining.topK.graph</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.sparseTriangularMatrix">PAMI.subgraphMining.topK.sparseTriangularMatrix</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.tkg">PAMI.subgraphMining.topK.tkg</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.vertex">PAMI.subgraphMining.topK.vertex</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern">PAMI.uncertainFaultTolerantFrequentPattern</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract">PAMI.uncertainFaultTolerantFrequentPattern.abstract</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.html#module-PAMI.uncertainFrequentPattern">PAMI.uncertainFrequentPattern</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic">PAMI.uncertainFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.abstract">PAMI.uncertainFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.CUFPTree">PAMI.uncertainFrequentPattern.basic.CUFPTree</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.html#module-PAMI.uncertainGeoreferencedFrequentPattern">PAMI.uncertainGeoreferencedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic">PAMI.uncertainGeoreferencedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract">PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.html#module-PAMI.uncertainPeriodicFrequentPattern">PAMI.uncertainPeriodicFrequentPattern</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic">PAMI.uncertainPeriodicFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract">PAMI.uncertainPeriodicFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.html#module-PAMI.weightedFrequentNeighbourhoodPattern">PAMI.weightedFrequentNeighbourhoodPattern</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic">PAMI.weightedFrequentNeighbourhoodPattern.basic</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract">PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth">PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.html#module-PAMI.weightedFrequentPattern">PAMI.weightedFrequentPattern</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic">PAMI.weightedFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.abstract">PAMI.weightedFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.WFIM">PAMI.weightedFrequentPattern.basic.WFIM</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.html#module-PAMI.weightedFrequentRegularPattern">PAMI.weightedFrequentRegularPattern</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic">PAMI.weightedFrequentRegularPattern.basic</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.abstract">PAMI.weightedFrequentRegularPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner">PAMI.weightedFrequentRegularPattern.basic.WFRIMiner</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.html#module-PAMI.weightedUncertainFrequentPattern">PAMI.weightedUncertainFrequentPattern</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic">PAMI.weightedUncertainFrequentPattern.basic</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.abstract">PAMI.weightedUncertainFrequentPattern.basic.abstract</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM">PAMI.weightedUncertainFrequentPattern.basic.WUFIM</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats">MultipleTimeSeriesFuzzyDatabaseStats (class in PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="N">N</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.Neighbours">Neighbours (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.newNamesToOldNames">newNamesToOldNames (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.nFile">nFile (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.nFile">nFile() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.nFile">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Node">Node (class in PAMI.localPeriodicPattern.basic.LPPGrowth)</a>
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.Node">(class in PAMI.periodicFrequentPattern.basic.PSGrowth)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.notPreOfRm">notPreOfRm() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.notPreOfRm">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.num_of_items">num_of_items (PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal attribute)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.numOfItems">numOfItems (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="O">O</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.offset">offset (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oFile">oFile (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.oFile">oFile() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.oFile">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.oldNamesToNewNames">oldNamesToNewNames (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.dfsCode.DFSCode.onRightMostPath">onRightMostPath() (PAMI.subgraphMining.basic.dfsCode.DFSCode method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSCode.DfsCode.onRightMostPath">(PAMI.subgraphMining.topK.DFSCode.DfsCode method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.outFileName">outFileName (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.output">output() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="P">P</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.pairSmallerThan">pairSmallerThan() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.pairSmallerThan">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI
+
+      <ul>
+        <li><a href="PAMI.html#module-PAMI">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.html#module-PAMI.AssociationRules">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic.ARWithConfidence
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithConfidence">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic.ARWithLeverage
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLeverage">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic.ARWithLift
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLift">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.AssociationRules.basic.RuleMiner
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.RuleMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.correlatedPattern
+
+      <ul>
+        <li><a href="PAMI.correlatedPattern.html#module-PAMI.correlatedPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.correlatedPattern.basic
+
+      <ul>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.correlatedPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.correlatedPattern.basic.CoMine
+
+      <ul>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMine">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.correlatedPattern.basic.CoMinePlus
+
+      <ul>
+        <li><a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMinePlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.coveragePattern
+
+      <ul>
+        <li><a href="PAMI.coveragePattern.html#module-PAMI.coveragePattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.coveragePattern.basic
+
+      <ul>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.coveragePattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.coveragePattern.basic.CMine
+
+      <ul>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CMine">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.coveragePattern.basic.CPPG
+
+      <ul>
+        <li><a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CPPG">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.calculateMISValues
+
+      <ul>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.calculateMISValues.usingBeta
+
+      <ul>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingBeta">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.calculateMISValues.usingSD
+
+      <ul>
+        <li><a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingSD">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.FuzzyDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.FuzzyDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.SequentialDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.SequentialDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.TemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.TransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.UncertainTemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.UncertainTransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.dbStats.UtilityDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UtilityDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.createTDB
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.createTDB">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.denseDF2DB_dump
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DB_dump">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.denseDF2DBPlus
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DBPlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.DenseFormatDF
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DenseFormatDF">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.DF2DB
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DF2DB">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.sparseDF2DBPlus
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.sparseDF2DBPlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.DF2DB.SparseFormatDF
+
+      <ul>
+        <li><a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.SparseFormatDF">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.fuzzyTransformation
+
+      <ul>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.fuzzyTransformation.abstract
+
+      <ul>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.fuzzyTransformation.temporalToFuzzy
+
+      <ul>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.fuzzyTransformation.transactionalToFuzzy
+
+      <ul>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.generateDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.generateDatabase.generateSpatioTemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.generateDatabase.generateTemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.generateDatabase.generateTransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.generateLatexGraphFile
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.generateLatexGraphFile">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph.DF2Fig
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.DF2Fig">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph.plotLineGraphFromDictionary
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphFromDictionary">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph.plotLineGraphsFromDataFrame
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphsFromDataFrame">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph.visualizeFuzzyPatterns
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizeFuzzyPatterns">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.graph.visualizePatterns
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizePatterns">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.image2Database
+
+      <ul>
+        <li><a href="PAMI.extras.image2Database.html#module-PAMI.extras.image2Database">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.imageProcessing
+
+      <ul>
+        <li><a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.imageProcessing.imagery2Databases
+
+      <ul>
+        <li><a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing.imagery2Databases">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.messaging
+
+      <ul>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.messaging.discord
+
+      <ul>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.discord">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.messaging.gmail
+
+      <ul>
+        <li><a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.gmail">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.neighbours
+
+      <ul>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo
+
+      <ul>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.neighbours.findNeighboursUsingEuclidean
+
+      <ul>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.neighbours.findNeighboursUsingGeodesic
+
+      <ul>
+        <li><a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.plotPointOnMap
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.plotPointOnMap_dump
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap_dump">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.sampleDatasets
+
+      <ul>
+        <li><a href="PAMI.extras.sampleDatasets.html#module-PAMI.extras.sampleDatasets">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.scatterPlotSpatialPoints
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.scatterPlotSpatialPoints">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats.graphDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.graphDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats.sequentialDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.sequentialDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats.temporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.temporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats.TransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.TransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.stats.utilityDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#module-PAMI.extras.stats.utilityDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticTransactions
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.createSyntheticUtility
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.fuzzyDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateTransactional
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTransactional">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateUncertainTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateUncertainTransactional
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateUtilityTemporal
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.generateUtilityTransactional
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.TemporalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.temporalDatabaseGen
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.TransactionalDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.syntheticDataGenerator.utilityDatabase
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.utilityDatabase">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.topKPatterns
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.topKPatterns">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.uncertaindb_convert
+
+      <ul>
+        <li><a href="PAMI.extras.html#module-PAMI.extras.uncertaindb_convert">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.visualize
+
+      <ul>
+        <li><a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.extras.visualize.graphs
+
+      <ul>
+        <li><a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize.graphs">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.faultTolerantFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.html#module-PAMI.faultTolerantFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.faultTolerantFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.faultTolerantFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.faultTolerantFrequentPattern.basic.FTApriori
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.html#module-PAMI.frequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.Apriori
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.Apriori">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.ECLAT
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLAT">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.ECLATbitset
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATbitset">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.ECLATDiffset
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATDiffset">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.basic.FPGrowth
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.FPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.closed
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.closed.abstract
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.closed.CHARM
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.CHARM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.cuda
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.cuda.html#module-PAMI.frequentPattern.cuda">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.maximal
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.maximal.abstract
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.maximal.MaxFPGrowth
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.MaxFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.pyspark
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.pyspark.html#module-PAMI.frequentPattern.pyspark">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.topk
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.topk.abstract
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.frequentPattern.topk.FAE
+
+      <ul>
+        <li><a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.FAE">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyCorrelatedPattern
+
+      <ul>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.html#module-PAMI.fuzzyCorrelatedPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyCorrelatedPattern.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyCorrelatedPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth
+
+      <ul>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.html#module-PAMI.fuzzyFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyFrequentPattern.basic.FFIMiner
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyFrequentPattern.basic.FFIMiner_old
+
+      <ul>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.html#module-PAMI.fuzzyGeoreferencedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedPeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old
+
+      <ul>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPartialPeriodicPatterns
+
+      <ul>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.html#module-PAMI.fuzzyPartialPeriodicPatterns">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPartialPeriodicPatterns.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPartialPeriodicPatterns.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner
+
+      <ul>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.html#module-PAMI.fuzzyPeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old
+
+      <ul>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentPattern.html#module-PAMI.georeferencedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentPattern.basic.SpatialECLAT
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentSequencePattern
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedFrequentSequencePattern.abstract
+
+      <ul>
+        <li><a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedPartialPeriodicPattern
+
+      <ul>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.html#module-PAMI.georeferencedPartialPeriodicPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedPartialPeriodicPattern.basic
+
+      <ul>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedPartialPeriodicPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.georeferencedPartialPeriodicPattern.basic.STEclat
+
+      <ul>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.geoReferencedPeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.html#module-PAMI.geoReferencedPeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.geoReferencedPeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner
+
+      <ul>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.highUtilityFrequentPattern.html#module-PAMI.highUtilityFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityFrequentPattern.basic.HUFIM
+
+      <ul>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.HUFIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityGeoreferencedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.html#module-PAMI.highUtilityGeoreferencedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityGeoreferencedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM
+
+      <ul>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.html#module-PAMI.highUtilityPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.basic
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.basic.EFIM
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.EFIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.basic.HMiner
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.HMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.basic.UPGrowth
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.UPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.parallel
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPattern.parallel.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPatternsInStreams
+
+      <ul>
+        <li><a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilityPatternsInStreams.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.basic
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.basic.HDSHUIM
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.basic.SHUIM
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.SHUIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.topk
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.topk.abstract
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.highUtilitySpatialPattern.topk.TKSHUIM
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.html#module-PAMI.localPeriodicPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern.basic
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern.basic.LPPGrowth
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern.basic.LPPMBreadth
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMBreadth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.localPeriodicPattern.basic.LPPMDepth
+
+      <ul>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMDepth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.multipleMinimumSupportBasedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.multipleMinimumSupportBasedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus
+
+      <ul>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.html#module-PAMI.partialPeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.html#module-PAMI.partialPeriodicPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.basic
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.basic.Gabstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.Gabstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.basic.PPP_ECLAT
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.basic.PPPGrowth
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.closed
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.closed.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.closed.PPPClose
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.PPPClose">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.maximal
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.maximal.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.pyspark
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.pyspark.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.topk
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.topk.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPattern.topk.k3PMiner
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.k3PMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPatternInMultipleTimeSeries
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicCorrelatedPattern
+
+      <ul>
+        <li><a href="PAMI.periodicCorrelatedPattern.html#module-PAMI.periodicCorrelatedPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicCorrelatedPattern.basic
+
+      <ul>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicCorrelatedPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicCorrelatedPattern.basic.EPCPGrowth
+
+      <ul>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.html#module-PAMI.periodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.PFECLAT
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFECLAT">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.PFPGrowth
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.PFPGrowthPlus
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.PFPMC
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPMC">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.basic.PSGrowth
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PSGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.closed
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.closed.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.closed.CPFPMiner
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.CPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.cuda
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.cuda.html#module-PAMI.periodicFrequentPattern.cuda">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.maximal
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.maximal.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.maximal.MaxPFGrowth
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.pyspark
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.pyspark.html#module-PAMI.periodicFrequentPattern.pyspark">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.html#module-PAMI.periodicFrequentPattern.topk">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.kPFPMiner
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.TopkPFP
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.TopkPFP.abstract
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP
+
+      <ul>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.recurringPattern
+
+      <ul>
+        <li><a href="PAMI.recurringPattern.html#module-PAMI.recurringPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.recurringPattern.basic
+
+      <ul>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.recurringPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.recurringPattern.basic.RPGrowth
+
+      <ul>
+        <li><a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.RPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.relativeFrequentPattern.html#module-PAMI.relativeFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeFrequentPattern.basic.RSFPGrowth
+
+      <ul>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeHighUtilityPattern
+
+      <ul>
+        <li><a href="PAMI.relativeHighUtilityPattern.html#module-PAMI.relativeHighUtilityPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeHighUtilityPattern.basic
+
+      <ul>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeHighUtilityPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.relativeHighUtilityPattern.basic.RHUIM
+
+      <ul>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.RHUIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequence
+
+      <ul>
+        <li><a href="PAMI.sequence.html#module-PAMI.sequence">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.html#module-PAMI.sequentialPatternMining">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.basic
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.basic.prefixSpan
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.prefixSpan">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.basic.SPADE
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPADE">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.basic.SPAM
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPAM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.closed
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.closed.abstract
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.sequentialPatternMining.closed.bide
+
+      <ul>
+        <li><a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.bide">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.html#module-PAMI.stablePeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.basic.SPPEclat
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.topK
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.topK.abstract
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.stablePeriodicFrequentPattern.topK.TSPIN
+
+      <ul>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.html#module-PAMI.subgraphMining">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.dfsCode
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.dfsCode">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.edge
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.edge">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.extendedEdge
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.extendedEdge">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.frequentSubgraph
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.frequentSubgraph">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.graph
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.graph">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.gspan
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.gspan">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.sparseTriangularMatrix
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.sparseTriangularMatrix">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.basic.vertex
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.vertex">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.abstract
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.DFSCode
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSCode">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.DFSThread
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSThread">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.edge
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.edge">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.extendedEdge
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.extendedEdge">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.frequentSubgraph
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.frequentSubgraph">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.graph
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.graph">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.sparseTriangularMatrix
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.sparseTriangularMatrix">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.tkg
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.tkg">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.subgraphMining.topK.vertex
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.vertex">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFaultTolerantFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFaultTolerantFrequentPattern.abstract
+
+      <ul>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine
+
+      <ul>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.uncertainFrequentPattern.html#module-PAMI.uncertainFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainFrequentPattern.basic.CUFPTree
+
+      <ul>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.CUFPTree">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainGeoreferencedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.html#module-PAMI.uncertainGeoreferencedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainGeoreferencedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth
+
+      <ul>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainPeriodicFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.html#module-PAMI.uncertainPeriodicFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainPeriodicFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainPeriodicFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth
+
+      <ul>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus
+
+      <ul>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentNeighbourhoodPattern
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.html#module-PAMI.weightedFrequentNeighbourhoodPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentNeighbourhoodPattern.basic
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentPattern.html#module-PAMI.weightedFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentPattern.basic.WFIM
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#module-PAMI.weightedFrequentPattern.basic.WFIM">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentRegularPattern
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentRegularPattern.html#module-PAMI.weightedFrequentRegularPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentRegularPattern.basic
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentRegularPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedFrequentRegularPattern.basic.WFRIMiner
+
+      <ul>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedUncertainFrequentPattern
+
+      <ul>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.html#module-PAMI.weightedUncertainFrequentPattern">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedUncertainFrequentPattern.basic
+
+      <ul>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedUncertainFrequentPattern.basic.abstract
+
+      <ul>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    PAMI.weightedUncertainFrequentPattern.basic.WUFIM
+
+      <ul>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM">module</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns">partialPeriodicPatterns (class in PAMI.partialPeriodicFrequentPattern.basic.abstract)</a>
+
+      <ul>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns">(class in PAMI.partialPeriodicPattern.topk.abstract)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.performCoinFlip">performCoinFlip() (PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.performCoinFlip">(PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT">PFECLAT (class in PAMI.periodicFrequentPattern.basic.PFECLAT)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth">PFPGrowth (class in PAMI.periodicFrequentPattern.basic.PFPGrowth)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus">PFPGrowthPlus (class in PAMI.periodicFrequentPattern.basic.PFPGrowthPlus)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC">PFPMC (class in PAMI.periodicFrequentPattern.basic.PFPMC)</a>
+</li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.DF2Fig.DF2Fig.plot">plot() (PAMI.extras.graph.DF2Fig.DF2Fig method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.visualize.html#PAMI.extras.visualize.graphs.graphDatabase.plot">(PAMI.extras.visualize.graphs.graphDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotEdgeDistribution">plotEdgeDistribution() (PAMI.extras.stats.graphDatabase.graphDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.plotGraphs">plotGraphs() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.plotGraphs">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.plotGraphs">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.plotGraphs">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.plotGraphs">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.plotGraphs">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.plotGraphs">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.plotGraphs">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.plotGraphs">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.plotGraphs">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.plotGraphs">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.plotGraphs">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame">plotGraphsFromDataFrame (class in PAMI.extras.graph.plotLineGraphsFromDataFrame)</a>
+</li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame.plotGraphsFromDataFrame">plotGraphsFromDataFrame() (PAMI.extras.graph.plotLineGraphsFromDataFrame.plotGraphsFromDataFrame method)</a>
+</li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.plotLineGraphFromDictionary.plotLineGraphFromDictionary">plotLineGraphFromDictionary (class in PAMI.extras.graph.plotLineGraphFromDictionary)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.plotNodeDistribution">plotNodeDistribution() (PAMI.extras.stats.graphDatabase.graphDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap.plotPointInMap">plotPointInMap() (PAMI.extras.plotPointOnMap.plotPointOnMap method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap.plotPointInMap">(PAMI.extras.plotPointOnMap_dump.plotPointOnMap method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap.plotPointOnMap">plotPointOnMap (class in PAMI.extras.plotPointOnMap)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.html#PAMI.extras.plotPointOnMap_dump.plotPointOnMap">(class in PAMI.extras.plotPointOnMap_dump)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth">PPGrowth (class in PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth)</a>
+</li>
+      <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT">PPP_ECLAT (class in PAMI.partialPeriodicPattern.basic.PPP_ECLAT)</a>
+</li>
+      <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose">PPPClose (class in PAMI.partialPeriodicPattern.closed.PPPClose)</a>
+</li>
+      <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth">PPPGrowth (class in PAMI.partialPeriodicPattern.basic.PPPGrowth)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateLabelsToVertices">precalculateLabelsToVertices() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateLabelsToVertices">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexList">precalculateVertexList() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexList">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.precalculateVertexNeighbors">precalculateVertexNeighbors() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.precalculateVertexNeighbors">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.html#PAMI.extras.uncertaindb_convert.predictedClass2Transaction">predictedClass2Transaction (class in PAMI.extras.uncertaindb_convert)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan">prefixSpan (class in PAMI.sequentialPatternMining.basic.prefixSpan)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.prefixUtility">prefixUtility (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction attribute)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printGraphDatabaseStatistics">printGraphDatabaseStatistics() (PAMI.extras.stats.graphDatabase.graphDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.graphDatabase.graphDatabase.printIndividualGraphStats">printIndividualGraphStats() (PAMI.extras.stats.graphDatabase.graphDatabase method)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.printResults">printResults() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.printResults">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.printResults">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.printResults">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.printResults">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.printResults">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.printResults">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.printResults">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.printResults">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.printResults">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.printResults">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.printResults">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.printResults">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.printResults">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.printResults">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.printResults">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.printResults">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.printResults">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.printResults">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.printResults">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.printResults">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.printResults">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.printResults">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.printResults">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.printResults">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.printResults">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.printResults">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.printResults">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.printResults">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.printResults">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.printResults">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.printResults">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.printResults">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.printResults">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.printResults">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.printResults">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.printResults">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.printResults">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.printResults">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.printResults">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.printResults">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.printResults">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.printResults">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.printResults">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.printResults">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.printResults">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.printResults">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.printResults">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.printResults">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.printResults">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.printResults">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.printResults">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.printResults">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.printResults">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.printResults">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.printResults">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.printResults">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.printResults">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.printResults">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.printResults">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.printResults">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.printResults">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.printResults">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.printResults">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.printResults">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.printResults">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.printResults">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.printResults">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.printResults">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.printResults">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.printResults">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.printResults">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.printResults">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.printResults">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.printResults">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.printResults">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.printResults">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.printResults">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.printStats">printStats() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.printStats">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.printStats">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.printStats">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.printStats">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.printStats">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.printStats">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.printStats">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.printStats">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.printStats">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.printStats">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.printStats">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.PrintStats">PrintStats() (PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+      <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.printTOPK">printTOPK() (PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+      <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.printTree">printTree() (in module PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.projectTransaction">projectTransaction() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth">PSGrowth (class in PAMI.periodicFrequentPattern.basic.PSGrowth)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="R">R</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.readDatabase">readDatabase() (PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.readDatabase">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.readDatabase">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.readDatabase">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.readDatabase">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.readDatabase">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.readDatabase">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.readDatabase">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.readDatabase">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.readDatabase">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.readDatabase">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.readGraphs">readGraphs() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.readGraphs">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.registerAsCandidate">registerAsCandidate() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex.removeEdge">removeEdge() (PAMI.subgraphMining.basic.vertex.Vertex method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex.removeEdge">(PAMI.subgraphMining.topK.vertex.Vertex method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">removeInfrequentEntriesFromMatrix() (PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.removeInfrequentEntriesFromMatrix">(PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.graph.Graph.removeInfrequentLabel">removeInfrequentLabel() (PAMI.subgraphMining.basic.graph.Graph method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.graph.Graph.removeInfrequentLabel">(PAMI.subgraphMining.topK.graph.Graph method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.removeInfrequentVertexPairs">removeInfrequentVertexPairs() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.removeInfrequentVertexPairs">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction.removeUnpromisingItems">removeUnpromisingItems() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction method)</a>
+</li>
+      <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM">RHUIM (class in PAMI.relativeHighUtilityPattern.basic.RHUIM)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensions">rightMostPathExtensions() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensions">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.rightMostPathExtensionsFromSingle">rightMostPathExtensionsFromSingle() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.rightMostPathExtensionsFromSingle">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth">RPGrowth (class in PAMI.recurringPattern.basic.RPGrowth)</a>
+</li>
+      <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth">RSFPGrowth (class in PAMI.relativeFrequentPattern.basic.RSFPGrowth)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner">RuleMiner (class in PAMI.AssociationRules.basic.RuleMiner)</a>
+</li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.Lift.run">run() (PAMI.AssociationRules.basic.ARWithLift.Lift method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Confidence.run">(PAMI.AssociationRules.basic.RuleMiner.Confidence method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Leverage.run">(PAMI.AssociationRules.basic.RuleMiner.Leverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.Lift.run">(PAMI.AssociationRules.basic.RuleMiner.Lift method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.run">(PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.run">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase.run">(PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.run">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.run">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.run">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.run">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.run">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase.run">(PAMI.extras.stats.sequentialDatabase.sequentialDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.run">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.run">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.run">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.DFSThread.DfsThread.run">(PAMI.subgraphMining.topK.DFSThread.DfsThread method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="S">S</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.save">save() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.save">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.save">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.save">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.save">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.save">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.save">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.save">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta.save">(PAMI.extras.calculateMISValues.usingBeta.usingBeta method)</a>
+</li>
+        <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD.save">(PAMI.extras.calculateMISValues.usingSD.usingSD method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase.save">(PAMI.extras.dbStats.FuzzyDatabase.FuzzyDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats.save">(PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats.MultipleTimeSeriesFuzzyDatabaseStats method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase.save">(PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase.save">(PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase.save">(PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase.save">(PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase.save">(PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.createTDB.createTDB.save">(PAMI.extras.DF2DB.createTDB.createTDB method)</a>
+</li>
+        <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.save">(PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase.save">(PAMI.extras.stats.temporalDatabase.temporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase.save">(PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase.save">(PAMI.extras.stats.utilityDatabase.utilityDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal.save">(PAMI.extras.syntheticDataGenerator.generateTemporal.generateTemporal method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional.save">(PAMI.extras.syntheticDataGenerator.generateTransactional.generateTransactional method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal.save">(PAMI.extras.syntheticDataGenerator.generateUncertainTemporal.generateUncertainTemporal method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional.save">(PAMI.extras.syntheticDataGenerator.generateUncertainTransactional.generateUncertainTransactional method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal.save">(PAMI.extras.syntheticDataGenerator.generateUtilityTemporal.generateUtilityTemporal method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional.save">(PAMI.extras.syntheticDataGenerator.generateUtilityTransactional.generateUtilityTransactional method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.save">(PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase method)</a>, <a href="PAMI.extras.syntheticDataGenerator.html#id11">[1]</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.save">(PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Save">Save() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns.save">save() (PAMI.extras.topKPatterns.topKPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.save">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.save">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.save">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.save">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.save">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.save">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.save">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.save">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.save">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.save">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.save">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.save">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.save">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.save">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.save">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.save">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.save">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.save">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.save">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.save">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.save">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.save">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.save">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.save">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.save">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.save">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.save">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.save">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.save">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.save">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.save">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.save">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.save">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.save">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.save">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.save">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.save">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.save">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.save">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.save">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.save">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.save">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.save">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.save">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.save">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.save">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.save">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.save">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.save">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.save">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.save">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.save">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.save">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.save">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.save">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.save">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.save">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.save">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.save">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.save">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.save">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.save">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.save">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.save">(PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.save">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.save">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.save">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.save">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.save">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.save">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.save">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.save">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.save">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.save">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.saveAsFile">saveAsFile() (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTemporalDB">saveAsTemporalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsTransactionalDB">saveAsTransactionalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTemporalDB">saveAsUncertainTemporalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUncertainTransactionalDB">saveAsUncertainTransactionalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTemporalDB">saveAsUtilityTemporalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.imageProcessing.html#PAMI.extras.imageProcessing.imagery2Databases.createDatabase.saveAsUtilityTransactionalDB">saveAsUtilityTransactionalDB() (PAMI.extras.imageProcessing.imagery2Databases.createDatabase method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.Saveitemsexternalutilityvalues">Saveitemsexternalutilityvalues() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator.SaveItemsInternalUtilityValues">SaveItemsInternalUtilityValues() (PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.savePattern">savePattern() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints">scatterPlotSpatialPoints (class in PAMI.extras.scatterPlotSpatialPoints)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints.scatterPlotSpatialPoints">scatterPlotSpatialPoints() (PAMI.extras.scatterPlotSpatialPoints.scatterPlotSpatialPoints method)</a>
+</li>
+      <li><a href="PAMI.extras.messaging.html#PAMI.extras.messaging.discord.discord.send">send() (PAMI.extras.messaging.discord.discord method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.messaging.html#PAMI.extras.messaging.gmail.gmail.send">(PAMI.extras.messaging.gmail.gmail method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sep">sep (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.SequentialDatabase.SequentialDatabase">SequentialDatabase (class in PAMI.extras.dbStats.SequentialDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.sequentialDatabase.sequentialDatabase">sequentialDatabase (class in PAMI.extras.stats.sequentialDatabase)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.serchSame">serchSame() (PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">setSupport() (PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix.setSupport">(PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM">SHUFIM (class in PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM">SHUIM (class in PAMI.highUtilitySpatialPattern.basic.SHUIM)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThan">smallerThan() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThan">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge.smallerThanOriginal">smallerThanOriginal() (PAMI.subgraphMining.basic.extendedEdge.ExtendedEdge method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge.smallerThanOriginal">(PAMI.subgraphMining.topK.extendedEdge.ExtendedEdge method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.sort_transaction">sort_transaction() (PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sort_transaction">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sort_transaction">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.sortDatabase">sortDatabase() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+
+      <ul>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.sortDatabase">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE">SPADE (class in PAMI.sequentialPatternMining.basic.SPADE)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM">SPAM (class in PAMI.sequentialPatternMining.basic.SPAM)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.SparseFormatDF.SparseFormatDF">SparseFormatDF (class in PAMI.extras.DF2DB.SparseFormatDF)</a>
+</li>
+      <li><a href="PAMI.extras.DF2DB.html#PAMI.extras.DF2DB.sparseDF2DBPlus.SparseFormatDFPlus">SparseFormatDFPlus (class in PAMI.extras.DF2DB.sparseDF2DBPlus)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.sparseTriangularMatrix.SparseTriangularMatrix">SparseTriangularMatrix (class in PAMI.subgraphMining.basic.sparseTriangularMatrix)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.sparseTriangularMatrix.SparseTriangularMatrix">(class in PAMI.subgraphMining.topK.sparseTriangularMatrix)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT">SpatialECLAT (class in PAMI.georeferencedFrequentPattern.basic.SpatialECLAT)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator">spatioTemporalDatabaseGenerator (class in PAMI.extras.generateDatabase.generateSpatioTemporalDatabase)</a>
+</li>
+      <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat">SPPEclat (class in PAMI.stablePeriodicFrequentPattern.basic.SPPEclat)</a>
+</li>
+      <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.Sstep">Sstep() (PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+      <li><a href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy.startConvert">startConvert() (PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy.startConvert">(PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence.startMine">startMine() (PAMI.AssociationRules.basic.ARWithConfidence.ARWithConfidence method)</a>
+
+      <ul>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage.startMine">(PAMI.AssociationRules.basic.ARWithLeverage.ARWithLeverage method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.ARWithLift.ARWithLift.startMine">(PAMI.AssociationRules.basic.ARWithLift.ARWithLift method)</a>
+</li>
+        <li><a href="PAMI.AssociationRules.basic.html#PAMI.AssociationRules.basic.RuleMiner.RuleMiner.startMine">(PAMI.AssociationRules.basic.RuleMiner.RuleMiner method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMine.CoMine.startMine">(PAMI.correlatedPattern.basic.CoMine.CoMine method)</a>
+</li>
+        <li><a href="PAMI.correlatedPattern.basic.html#PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus.startMine">(PAMI.correlatedPattern.basic.CoMinePlus.CoMinePlus method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.startMine">(PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+        <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CPPG.CPPG.startMine">(PAMI.coveragePattern.basic.CPPG.CPPG method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori.startMine">(PAMI.faultTolerantFrequentPattern.basic.FTApriori.FTApriori method)</a>
+</li>
+        <li><a href="PAMI.faultTolerantFrequentPattern.basic.html#PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth.startMine">(PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth.FTFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.Apriori.Apriori.startMine">(PAMI.frequentPattern.basic.Apriori.Apriori method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLAT.ECLAT.startMine">(PAMI.frequentPattern.basic.ECLAT.ECLAT method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset.startMine">(PAMI.frequentPattern.basic.ECLATbitset.ECLATbitset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset.startMine">(PAMI.frequentPattern.basic.ECLATDiffset.ECLATDiffset method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.basic.html#PAMI.frequentPattern.basic.FPGrowth.FPGrowth.startMine">(PAMI.frequentPattern.basic.FPGrowth.FPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.closed.html#PAMI.frequentPattern.closed.CHARM.CHARM.startMine">(PAMI.frequentPattern.closed.CHARM.CHARM method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.maximal.html#PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth.startMine">(PAMI.frequentPattern.maximal.MaxFPGrowth.MaxFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.frequentPattern.topk.html#PAMI.frequentPattern.topk.FAE.FAE.startMine">(PAMI.frequentPattern.topk.FAE.FAE method)</a>
+</li>
+        <li><a href="PAMI.fuzzyCorrelatedPattern.basic.html#PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth.startMine">(PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth.FCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner.startMine">(PAMI.fuzzyFrequentPattern.basic.FFIMiner.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyFrequentPattern.basic.html#PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner.startMine">(PAMI.fuzzyFrequentPattern.basic.FFIMiner_old.FFIMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner.startMine">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner.startMine">(PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old.FFSPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner.startMine">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner.startMine">(PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old.FGPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner.startMine">(PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner.F3PMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner.startMine">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner.startMine">(PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old.FPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.georeferencedFrequentPattern.basic.html#PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT.startMine">(PAMI.georeferencedFrequentPattern.basic.SpatialECLAT.SpatialECLAT method)</a>
+</li>
+        <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat.startMine">(PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat method)</a>
+</li>
+        <li><a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner.startMine">(PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner.GPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityFrequentPattern.basic.html#PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM.startMine">(PAMI.highUtilityFrequentPattern.basic.HUFIM.HUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM.startMine">(PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM.SHUFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.EFIM.EFIM.startMine">(PAMI.highUtilityPattern.basic.EFIM.EFIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.HMiner.HMiner.startMine">(PAMI.highUtilityPattern.basic.HMiner.HMiner method)</a>
+</li>
+        <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth.startMine">(PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startMine">(PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM.startMine">(PAMI.highUtilitySpatialPattern.basic.HDSHUIM.HDSHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.basic.html#PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM.startMine">(PAMI.highUtilitySpatialPattern.basic.SHUIM.SHUIM method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startMine">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startMine">(PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth.startMine">(PAMI.localPeriodicPattern.basic.LPPGrowth.LPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth.startMine">(PAMI.localPeriodicPattern.basic.LPPMBreadth.LPPMBreadth method)</a>
+</li>
+        <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth.startMine">(PAMI.localPeriodicPattern.basic.LPPMDepth.LPPMDepth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth.startMine">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth.CFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus.startMine">(PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus.CFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicFrequentPattern.basic.html#PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns.startMine">(PAMI.partialPeriodicFrequentPattern.basic.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT.startMine">(PAMI.partialPeriodicPattern.basic.PPP_ECLAT.PPP_ECLAT method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.basic.html#PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth.startMine">(PAMI.partialPeriodicPattern.basic.PPPGrowth.PPPGrowth method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.closed.html#PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose.startMine">(PAMI.partialPeriodicPattern.closed.PPPClose.PPPClose method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns.startMine">(PAMI.partialPeriodicPattern.topk.abstract.partialPeriodicPatterns method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPattern.topk.html#PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner.startMine">(PAMI.partialPeriodicPattern.topk.k3PMiner.k3PMiner method)</a>
+</li>
+        <li><a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth.startMine">(PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth.PPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicCorrelatedPattern.basic.html#PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth.startMine">(PAMI.periodicCorrelatedPattern.basic.EPCPGrowth.EPCPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT.startMine">(PAMI.periodicFrequentPattern.basic.PFECLAT.PFECLAT method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth.startMine">(PAMI.periodicFrequentPattern.basic.PFPGrowth.PFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus.startMine">(PAMI.periodicFrequentPattern.basic.PFPGrowthPlus.PFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC.startMine">(PAMI.periodicFrequentPattern.basic.PFPMC.PFPMC method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.basic.html#PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth.startMine">(PAMI.periodicFrequentPattern.basic.PSGrowth.PSGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.closed.html#PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner.startMine">(PAMI.periodicFrequentPattern.closed.CPFPMiner.CPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.maximal.html#PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth.startMine">(PAMI.periodicFrequentPattern.maximal.MaxPFGrowth.MaxPFGrowth method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner.startMine">(PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner.kPFPMiner method)</a>
+</li>
+        <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth.startMine">(PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.recurringPattern.basic.html#PAMI.recurringPattern.basic.RPGrowth.RPGrowth.startMine">(PAMI.recurringPattern.basic.RPGrowth.RPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeFrequentPattern.basic.html#PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth.startMine">(PAMI.relativeFrequentPattern.basic.RSFPGrowth.RSFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.relativeHighUtilityPattern.basic.html#PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM.startMine">(PAMI.relativeHighUtilityPattern.basic.RHUIM.RHUIM method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan.startMine">(PAMI.sequentialPatternMining.basic.prefixSpan.prefixSpan method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPADE.SPADE.startMine">(PAMI.sequentialPatternMining.basic.SPADE.SPADE method)</a>
+</li>
+        <li><a href="PAMI.sequentialPatternMining.basic.html#PAMI.sequentialPatternMining.basic.SPAM.SPAM.startMine">(PAMI.sequentialPatternMining.basic.SPAM.SPAM method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.basic.html#PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat.startMine">(PAMI.stablePeriodicFrequentPattern.basic.SPPEclat.SPPEclat method)</a>
+</li>
+        <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN.startMine">(PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.startMine">(PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+</li>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startMine">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+        <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine.startMine">(PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine method)</a>
+</li>
+        <li><a href="PAMI.uncertainFrequentPattern.basic.html#PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree.startMine">(PAMI.uncertainFrequentPattern.basic.CUFPTree.CUFPTree method)</a>
+</li>
+        <li><a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth.startMine">(PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth.GFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth.startMine">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus.startMine">(PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth.startMine">(PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM.startMine">(PAMI.weightedFrequentPattern.basic.WFIM.WFIM method)</a>
+</li>
+        <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner.startMine">(PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner method)</a>
+</li>
+        <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM.startMine">(PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.startThreads">startThreads() (PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.startTime">startTime (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns.startTime">startTime() (PAMI.highUtilitySpatialPattern.abstract.utilityPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns.startTime">(PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#PAMI.georeferencedPartialPeriodicPattern.basic.STEclat.STEclat">STEclat (class in PAMI.georeferencedPartialPeriodicPattern.basic.STEclat)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.strToint">strToint (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.gspan.GSpan.subgraphIsomorphisms">subgraphIsomorphisms() (PAMI.subgraphMining.basic.gspan.GSpan method)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.subgraphIsomorphisms">(PAMI.subgraphMining.topK.tkg.TKG method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.weightedFrequentNeighbourhoodPattern.basic.html#PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth.SWFPGrowth">SWFPGrowth (class in PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase">syntheticUtilityDatabase (class in PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="T">T</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.temp">temp (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TemporalDatabase.TemporalDatabase">TemporalDatabase (class in PAMI.extras.dbStats.TemporalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.temporalDatabase.temporalDatabase">temporalDatabase (class in PAMI.extras.stats.temporalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase">TemporalDatabase (class in PAMI.extras.syntheticDataGenerator.TemporalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.temporalToFuzzy.temporalToFuzzy">temporalToFuzzy (class in PAMI.extras.fuzzyTransformation.temporalToFuzzy)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.THREADED_DYNAMIC_SEARCH">THREADED_DYNAMIC_SEARCH (PAMI.subgraphMining.topK.tkg.TKG attribute)</a>
+</li>
+      <li><a href="PAMI.coveragePattern.basic.html#PAMI.coveragePattern.basic.CMine.CMine.tidToBitset">tidToBitset() (PAMI.coveragePattern.basic.CMine.CMine method)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator.timestamp">timestamp (PAMI.extras.generateDatabase.generateSpatioTemporalDatabase.spatioTemporalDatabaseGenerator attribute)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG">TKG (class in PAMI.subgraphMining.topK.tkg)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.tkg.TKG.Pair">TKG.Pair (class in PAMI.subgraphMining.topK.tkg)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM">TKSHUIM (class in PAMI.highUtilitySpatialPattern.topk.TKSHUIM)</a>
+</li>
+      <li><a href="PAMI.extras.html#PAMI.extras.topKPatterns.topKPatterns">topKPatterns (class in PAMI.extras.topKPatterns)</a>
+</li>
+      <li><a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP.TopkPFPGrowth">TopkPFPGrowth (class in PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal.total_transactions">total_transactions (PAMI.extras.syntheticDataGenerator.temporalDatabaseGen.CreateSyntheticTemporal attribute)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase.totalTransactions">totalTransactions (PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase.syntheticUtilityDatabase attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Transaction">Transaction (class in PAMI.highUtilitySpatialPattern.topk.TKSHUIM)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.TransactionalDatabase.TransactionalDatabase">TransactionalDatabase (class in PAMI.extras.dbStats.TransactionalDatabase)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.TransactionalDatabase.TransactionalDatabase">(class in PAMI.extras.stats.TransactionalDatabase)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase">(class in PAMI.extras.syntheticDataGenerator.TransactionalDatabase)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.fuzzyTransformation.html#PAMI.extras.fuzzyTransformation.transactionalToFuzzy.transactionalToFuzzy">transactionalToFuzzy (class in PAMI.extras.fuzzyTransformation.transactionalToFuzzy)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset.transactions">transactions (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.Dataset attribute)</a>
+</li>
+      <li><a href="PAMI.localPeriodicPattern.basic.html#PAMI.localPeriodicPattern.basic.LPPGrowth.Tree">Tree (class in PAMI.localPeriodicPattern.basic.LPPGrowth)</a>
+</li>
+      <li><a href="PAMI.stablePeriodicFrequentPattern.topK.html#PAMI.stablePeriodicFrequentPattern.topK.TSPIN.TSPIN">TSPIN (class in PAMI.stablePeriodicFrequentPattern.topK.TSPIN)</a>
+</li>
+      <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase.tuning">tuning() (PAMI.extras.generateDatabase.generateTemporalDatabase.generateTemporalDatabase method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.generateDatabase.html#PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase.tuning">(PAMI.extras.generateDatabase.generateTransactionalDatabase.generateTransactionalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase.tuning">(PAMI.extras.syntheticDataGenerator.TemporalDatabase.TemporalDatabase method)</a>
+</li>
+        <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase.tuning">(PAMI.extras.syntheticDataGenerator.TransactionalDatabase.TransactionalDatabase method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="U">U</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTemporalDatabase.UncertainTemporalDatabase">UncertainTemporalDatabase (class in PAMI.extras.dbStats.UncertainTemporalDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UncertainTransactionalDatabase.UncertainTransactionalDatabase">UncertainTransactionalDatabase (class in PAMI.extras.dbStats.UncertainTransactionalDatabase)</a>
+</li>
+      <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth.UPFPGrowth">UPFPGrowth (class in PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth)</a>
+</li>
+      <li><a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus.UPFPGrowthPlus">UPFPGrowthPlus (class in PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus)</a>
+</li>
+      <li><a href="PAMI.highUtilityPattern.basic.html#PAMI.highUtilityPattern.basic.UPGrowth.UPGrowth">UPGrowth (class in PAMI.highUtilityPattern.basic.UPGrowth)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArraysToCalculateUpperBounds">useUtilityBinArraysToCalculateUpperBounds() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateLocalUtilityFirstTime">useUtilityBinArrayToCalculateLocalUtilityFirstTime() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.useUtilityBinArrayToCalculateSubtreeUtilityFirstTime">useUtilityBinArrayToCalculateSubtreeUtilityFirstTime() (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingBeta.usingBeta">usingBeta (class in PAMI.extras.calculateMISValues.usingBeta)</a>
+</li>
+      <li><a href="PAMI.extras.calculateMISValues.html#PAMI.extras.calculateMISValues.usingSD.usingSD">usingSD (class in PAMI.extras.calculateMISValues.usingSD)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArrayLU">utilityBinArrayLU (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM.utilityBinArraySU">utilityBinArraySU (PAMI.highUtilitySpatialPattern.topk.TKSHUIM.TKSHUIM attribute)</a>
+</li>
+      <li><a href="PAMI.extras.dbStats.html#PAMI.extras.dbStats.UtilityDatabase.UtilityDatabase">UtilityDatabase (class in PAMI.extras.dbStats.UtilityDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.stats.html#PAMI.extras.stats.utilityDatabase.utilityDatabase">utilityDatabase (class in PAMI.extras.stats.utilityDatabase)</a>
+</li>
+      <li><a href="PAMI.extras.syntheticDataGenerator.html#PAMI.extras.syntheticDataGenerator.utilityDatabase.UtilityDataGenerator">UtilityDataGenerator (class in PAMI.extras.syntheticDataGenerator.utilityDatabase)</a>
+</li>
+      <li><a href="PAMI.highUtilitySpatialPattern.html#PAMI.highUtilitySpatialPattern.abstract.utilityPatterns">utilityPatterns (class in PAMI.highUtilitySpatialPattern.abstract)</a>
+
+      <ul>
+        <li><a href="PAMI.highUtilitySpatialPattern.topk.html#PAMI.highUtilitySpatialPattern.topk.abstract.utilityPatterns">(class in PAMI.highUtilitySpatialPattern.topk.abstract)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="V">V</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.uncertainFaultTolerantFrequentPattern.html#PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine.VBFTMine">VBFTMine (class in PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine)</a>
+</li>
+      <li><a href="PAMI.subgraphMining.basic.html#PAMI.subgraphMining.basic.vertex.Vertex">Vertex (class in PAMI.subgraphMining.basic.vertex)</a>
+
+      <ul>
+        <li><a href="PAMI.subgraphMining.topK.html#PAMI.subgraphMining.topK.vertex.Vertex">(class in PAMI.subgraphMining.topK.vertex)</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns.visualize">visualize() (PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns method)</a>
+
+      <ul>
+        <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns.visualize">(PAMI.extras.graph.visualizePatterns.visualizePatterns method)</a>
+</li>
+      </ul></li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.visualizeFuzzyPatterns.visualizeFuzzyPatterns">visualizeFuzzyPatterns (class in PAMI.extras.graph.visualizeFuzzyPatterns)</a>
+</li>
+      <li><a href="PAMI.extras.graph.html#PAMI.extras.graph.visualizePatterns.visualizePatterns">visualizePatterns (class in PAMI.extras.graph.visualizePatterns)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="W">W</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.weightedFrequentPattern.basic.html#PAMI.weightedFrequentPattern.basic.WFIM.WFIM">WFIM (class in PAMI.weightedFrequentPattern.basic.WFIM)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="PAMI.weightedFrequentRegularPattern.basic.html#PAMI.weightedFrequentRegularPattern.basic.WFRIMiner.WFRIMiner">WFRIMiner (class in PAMI.weightedFrequentRegularPattern.basic.WFRIMiner)</a>
+</li>
+      <li><a href="PAMI.weightedUncertainFrequentPattern.basic.html#PAMI.weightedUncertainFrequentPattern.basic.WUFIM.WUFIM">WUFIM (class in PAMI.weightedUncertainFrequentPattern.basic.WUFIM)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
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+<html class="writer-html5" lang="en" >
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+  <title>Welcome to PAMI’s documentation! &mdash; PAMI 2024.04.23 documentation</title>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="welcome-to-pami-s-documentation">
+<h1>Welcome to PAMI’s documentation!<a class="headerlink" href="#welcome-to-pami-s-documentation" title="Link to this heading"></a></h1>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="modules.html">PAMI</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.html">PAMI package</a></li>
+</ul>
+</li>
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+</div>
+</section>
+<section id="indices-and-tables">
+<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Link to this heading"></a></h1>
+<ul class="simple">
+<li><p><a class="reference internal" href="genindex.html"><span class="std std-ref">Index</span></a></p></li>
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+    </div>
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+
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+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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diff --git a/sphinx/_build/html/modules.html b/sphinx/_build/html/modules.html
new file mode 100644
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+++ b/sphinx/_build/html/modules.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>PAMI &mdash; PAMI 2024.04.23 documentation</title>
+      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
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+        <script src="_static/jquery.js?v=5d32c60e"></script>
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+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="PAMI package" href="PAMI.html" />
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+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">PAMI</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.html">PAMI package</a></li>
+</ul>
+</li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
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+      <li class="breadcrumb-item active">PAMI</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/modules.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pami">
+<h1>PAMI<a class="headerlink" href="#pami" title="Link to this heading"></a></h1>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PAMI.html">PAMI package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.AssociationRules.html">PAMI.AssociationRules package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.AssociationRules.html#module-PAMI.AssociationRules">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.correlatedPattern.html">PAMI.correlatedPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.correlatedPattern.html#module-PAMI.correlatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.coveragePattern.html">PAMI.coveragePattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.coveragePattern.html#module-PAMI.coveragePattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.extras.html">PAMI.extras package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#pami-extras-convertmultitsintofuzzy-module">PAMI.extras.convertMultiTSIntoFuzzy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.generateLatexGraphFile">PAMI.extras.generateLatexGraphFile module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap">PAMI.extras.plotPointOnMap module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap_dump">PAMI.extras.plotPointOnMap_dump module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.scatterPlotSpatialPoints">PAMI.extras.scatterPlotSpatialPoints module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.topKPatterns">PAMI.extras.topKPatterns module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras.uncertaindb_convert">PAMI.extras.uncertaindb_convert module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.extras.html#module-PAMI.extras">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html">PAMI.faultTolerantFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.faultTolerantFrequentPattern.html#module-PAMI.faultTolerantFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.frequentPattern.html">PAMI.frequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.frequentPattern.html#module-PAMI.frequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html">PAMI.fuzzyCorrelatedPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyCorrelatedPattern.html#module-PAMI.fuzzyCorrelatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html">PAMI.fuzzyFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyFrequentPattern.html#module-PAMI.fuzzyFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html">PAMI.fuzzyGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedFrequentPattern.html#module-PAMI.fuzzyGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html">PAMI.fuzzyPartialPeriodicPatterns package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPartialPeriodicPatterns.html#module-PAMI.fuzzyPartialPeriodicPatterns">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html">PAMI.fuzzyPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.fuzzyPeriodicFrequentPattern.html#module-PAMI.fuzzyPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html">PAMI.geoReferencedPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.geoReferencedPeriodicFrequentPattern.html#module-PAMI.geoReferencedPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html">PAMI.georeferencedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentPattern.html#module-PAMI.georeferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html">PAMI.georeferencedFrequentSequencePattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern.abstract">PAMI.georeferencedFrequentSequencePattern.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html">PAMI.georeferencedPartialPeriodicPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.georeferencedPartialPeriodicPattern.html#module-PAMI.georeferencedPartialPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html">PAMI.highUtilityFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityFrequentPattern.html#module-PAMI.highUtilityFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html">PAMI.highUtilityGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityGeoreferencedFrequentPattern.html#module-PAMI.highUtilityGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPattern.html">PAMI.highUtilityPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPattern.html#module-PAMI.highUtilityPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html">PAMI.highUtilityPatternsInStreams package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#pami-highutilitypatternsinstreams-hupms-module">PAMI.highUtilityPatternsInStreams.HUPMS module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#pami-highutilitypatternsinstreams-shugrowth-module">PAMI.highUtilityPatternsInStreams.SHUGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams.abstract">PAMI.highUtilityPatternsInStreams.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html">PAMI.highUtilitySpatialPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern.abstract">PAMI.highUtilitySpatialPattern.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.localPeriodicPattern.html">PAMI.localPeriodicPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.localPeriodicPattern.html#module-PAMI.localPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html">PAMI.multipleMinimumSupportBasedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html">PAMI.partialPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicFrequentPattern.html#module-PAMI.partialPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPattern.html">PAMI.partialPeriodicPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPattern.html#module-PAMI.partialPeriodicPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html">PAMI.partialPeriodicPatternInMultipleTimeSeries package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract">PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html">PAMI.periodicCorrelatedPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicCorrelatedPattern.html#module-PAMI.periodicCorrelatedPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.periodicFrequentPattern.html">PAMI.periodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.periodicFrequentPattern.html#module-PAMI.periodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.recurringPattern.html">PAMI.recurringPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.recurringPattern.html#module-PAMI.recurringPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeFrequentPattern.html">PAMI.relativeFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeFrequentPattern.html#module-PAMI.relativeFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html">PAMI.relativeHighUtilityPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.relativeHighUtilityPattern.html#module-PAMI.relativeHighUtilityPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequence.html">PAMI.sequence package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequence.html#module-PAMI.sequence">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.sequentialPatternMining.html">PAMI.sequentialPatternMining package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.sequentialPatternMining.html#module-PAMI.sequentialPatternMining">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html">PAMI.stablePeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.stablePeriodicFrequentPattern.html#module-PAMI.stablePeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.subgraphMining.html">PAMI.subgraphMining package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.subgraphMining.html#module-PAMI.subgraphMining">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html">PAMI.uncertainFaultTolerantFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract">PAMI.uncertainFaultTolerantFrequentPattern.abstract module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html">PAMI.uncertainFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainFrequentPattern.html#module-PAMI.uncertainFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html">PAMI.uncertainGeoreferencedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainGeoreferencedFrequentPattern.html#module-PAMI.uncertainGeoreferencedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html">PAMI.uncertainPeriodicFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.uncertainPeriodicFrequentPattern.html#module-PAMI.uncertainPeriodicFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html">PAMI.weightedFrequentNeighbourhoodPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentNeighbourhoodPattern.html#module-PAMI.weightedFrequentNeighbourhoodPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentPattern.html">PAMI.weightedFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentPattern.html#module-PAMI.weightedFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html">PAMI.weightedFrequentRegularPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedFrequentRegularPattern.html#module-PAMI.weightedFrequentRegularPattern">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html">PAMI.weightedUncertainFrequentPattern package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="PAMI.weightedUncertainFrequentPattern.html#module-PAMI.weightedUncertainFrequentPattern">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="PAMI.html#module-PAMI">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="index.html" class="btn btn-neutral float-left" title="Welcome to PAMI’s documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/sphinx/_build/html/py-modindex.html b/sphinx/_build/html/py-modindex.html
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
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+  <title>Python Module Index &mdash; PAMI 2024.04.23 documentation</title>
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+   <h1>Python Module Index</h1>
+
+   <div class="modindex-jumpbox">
+   <a href="#cap-p"><strong>p</strong></a>
+   </div>
+
+   <table class="indextable modindextable">
+     <tr class="pcap"><td></td><td>&#160;</td><td></td></tr>
+     <tr class="cap" id="cap-p"><td></td><td>
+       <strong>p</strong></td><td></td></tr>
+     <tr>
+       <td><img src="_static/minus.png" class="toggler"
+              id="toggle-1" style="display: none" alt="-" /></td>
+       <td>
+       <a href="PAMI.html#module-PAMI"><code class="xref">PAMI</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.html#module-PAMI.AssociationRules"><code class="xref">PAMI.AssociationRules</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic"><code class="xref">PAMI.AssociationRules.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.abstract"><code class="xref">PAMI.AssociationRules.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithConfidence"><code class="xref">PAMI.AssociationRules.basic.ARWithConfidence</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLeverage"><code class="xref">PAMI.AssociationRules.basic.ARWithLeverage</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.ARWithLift"><code class="xref">PAMI.AssociationRules.basic.ARWithLift</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.AssociationRules.basic.html#module-PAMI.AssociationRules.basic.RuleMiner"><code class="xref">PAMI.AssociationRules.basic.RuleMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.correlatedPattern.html#module-PAMI.correlatedPattern"><code class="xref">PAMI.correlatedPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic"><code class="xref">PAMI.correlatedPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.abstract"><code class="xref">PAMI.correlatedPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMine"><code class="xref">PAMI.correlatedPattern.basic.CoMine</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.correlatedPattern.basic.html#module-PAMI.correlatedPattern.basic.CoMinePlus"><code class="xref">PAMI.correlatedPattern.basic.CoMinePlus</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.coveragePattern.html#module-PAMI.coveragePattern"><code class="xref">PAMI.coveragePattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic"><code class="xref">PAMI.coveragePattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.abstract"><code class="xref">PAMI.coveragePattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CMine"><code class="xref">PAMI.coveragePattern.basic.CMine</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.coveragePattern.basic.html#module-PAMI.coveragePattern.basic.CPPG"><code class="xref">PAMI.coveragePattern.basic.CPPG</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras"><code class="xref">PAMI.extras</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues"><code class="xref">PAMI.extras.calculateMISValues</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingBeta"><code class="xref">PAMI.extras.calculateMISValues.usingBeta</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.calculateMISValues.html#module-PAMI.extras.calculateMISValues.usingSD"><code class="xref">PAMI.extras.calculateMISValues.usingSD</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats"><code class="xref">PAMI.extras.dbStats</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.FuzzyDatabase"><code class="xref">PAMI.extras.dbStats.FuzzyDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats"><code class="xref">PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.SequentialDatabase"><code class="xref">PAMI.extras.dbStats.SequentialDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TemporalDatabase"><code class="xref">PAMI.extras.dbStats.TemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.TransactionalDatabase"><code class="xref">PAMI.extras.dbStats.TransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTemporalDatabase"><code class="xref">PAMI.extras.dbStats.UncertainTemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UncertainTransactionalDatabase"><code class="xref">PAMI.extras.dbStats.UncertainTransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.dbStats.html#module-PAMI.extras.dbStats.UtilityDatabase"><code class="xref">PAMI.extras.dbStats.UtilityDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB"><code class="xref">PAMI.extras.DF2DB</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.createTDB"><code class="xref">PAMI.extras.DF2DB.createTDB</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DB_dump"><code class="xref">PAMI.extras.DF2DB.denseDF2DB_dump</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.denseDF2DBPlus"><code class="xref">PAMI.extras.DF2DB.denseDF2DBPlus</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DenseFormatDF"><code class="xref">PAMI.extras.DF2DB.DenseFormatDF</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.DF2DB"><code class="xref">PAMI.extras.DF2DB.DF2DB</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.sparseDF2DBPlus"><code class="xref">PAMI.extras.DF2DB.sparseDF2DBPlus</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.DF2DB.html#module-PAMI.extras.DF2DB.SparseFormatDF"><code class="xref">PAMI.extras.DF2DB.SparseFormatDF</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation"><code class="xref">PAMI.extras.fuzzyTransformation</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.abstract"><code class="xref">PAMI.extras.fuzzyTransformation.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.temporalToFuzzy"><code class="xref">PAMI.extras.fuzzyTransformation.temporalToFuzzy</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.fuzzyTransformation.html#module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy"><code class="xref">PAMI.extras.fuzzyTransformation.transactionalToFuzzy</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase"><code class="xref">PAMI.extras.generateDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase"><code class="xref">PAMI.extras.generateDatabase.generateSpatioTemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTemporalDatabase"><code class="xref">PAMI.extras.generateDatabase.generateTemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.generateDatabase.html#module-PAMI.extras.generateDatabase.generateTransactionalDatabase"><code class="xref">PAMI.extras.generateDatabase.generateTransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.generateLatexGraphFile"><code class="xref">PAMI.extras.generateLatexGraphFile</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph"><code class="xref">PAMI.extras.graph</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph.DF2Fig"><code class="xref">PAMI.extras.graph.DF2Fig</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphFromDictionary"><code class="xref">PAMI.extras.graph.plotLineGraphFromDictionary</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph.plotLineGraphsFromDataFrame"><code class="xref">PAMI.extras.graph.plotLineGraphsFromDataFrame</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizeFuzzyPatterns"><code class="xref">PAMI.extras.graph.visualizeFuzzyPatterns</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.graph.html#module-PAMI.extras.graph.visualizePatterns"><code class="xref">PAMI.extras.graph.visualizePatterns</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.image2Database.html#module-PAMI.extras.image2Database"><code class="xref">PAMI.extras.image2Database</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing"><code class="xref">PAMI.extras.imageProcessing</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.imageProcessing.html#module-PAMI.extras.imageProcessing.imagery2Databases"><code class="xref">PAMI.extras.imageProcessing.imagery2Databases</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging"><code class="xref">PAMI.extras.messaging</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.discord"><code class="xref">PAMI.extras.messaging.discord</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.messaging.html#module-PAMI.extras.messaging.gmail"><code class="xref">PAMI.extras.messaging.gmail</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours"><code class="xref">PAMI.extras.neighbours</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo"><code class="xref">PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingEuclidean"><code class="xref">PAMI.extras.neighbours.findNeighboursUsingEuclidean</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.neighbours.html#module-PAMI.extras.neighbours.findNeighboursUsingGeodesic"><code class="xref">PAMI.extras.neighbours.findNeighboursUsingGeodesic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap"><code class="xref">PAMI.extras.plotPointOnMap</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.plotPointOnMap_dump"><code class="xref">PAMI.extras.plotPointOnMap_dump</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.sampleDatasets.html#module-PAMI.extras.sampleDatasets"><code class="xref">PAMI.extras.sampleDatasets</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.scatterPlotSpatialPoints"><code class="xref">PAMI.extras.scatterPlotSpatialPoints</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats"><code class="xref">PAMI.extras.stats</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats.graphDatabase"><code class="xref">PAMI.extras.stats.graphDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats.sequentialDatabase"><code class="xref">PAMI.extras.stats.sequentialDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats.temporalDatabase"><code class="xref">PAMI.extras.stats.temporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats.TransactionalDatabase"><code class="xref">PAMI.extras.stats.TransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.stats.html#module-PAMI.extras.stats.utilityDatabase"><code class="xref">PAMI.extras.stats.utilityDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator"><code class="xref">PAMI.extras.syntheticDataGenerator</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticTransactions</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility"><code class="xref">PAMI.extras.syntheticDataGenerator.createSyntheticUtility</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.fuzzyDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.generateTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateTransactional"><code class="xref">PAMI.extras.syntheticDataGenerator.generateTransactional</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.generateUncertainTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional"><code class="xref">PAMI.extras.syntheticDataGenerator.generateUncertainTransactional</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal"><code class="xref">PAMI.extras.syntheticDataGenerator.generateUtilityTemporal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional"><code class="xref">PAMI.extras.syntheticDataGenerator.generateUtilityTransactional</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TemporalDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.TemporalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen"><code class="xref">PAMI.extras.syntheticDataGenerator.temporalDatabaseGen</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.TransactionalDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.syntheticDataGenerator.html#module-PAMI.extras.syntheticDataGenerator.utilityDatabase"><code class="xref">PAMI.extras.syntheticDataGenerator.utilityDatabase</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.topKPatterns"><code class="xref">PAMI.extras.topKPatterns</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.html#module-PAMI.extras.uncertaindb_convert"><code class="xref">PAMI.extras.uncertaindb_convert</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize"><code class="xref">PAMI.extras.visualize</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.extras.visualize.html#module-PAMI.extras.visualize.graphs"><code class="xref">PAMI.extras.visualize.graphs</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.faultTolerantFrequentPattern.html#module-PAMI.faultTolerantFrequentPattern"><code class="xref">PAMI.faultTolerantFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic"><code class="xref">PAMI.faultTolerantFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.abstract"><code class="xref">PAMI.faultTolerantFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTApriori"><code class="xref">PAMI.faultTolerantFrequentPattern.basic.FTApriori</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.faultTolerantFrequentPattern.basic.html#module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth"><code class="xref">PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.html#module-PAMI.frequentPattern"><code class="xref">PAMI.frequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic"><code class="xref">PAMI.frequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.abstract"><code class="xref">PAMI.frequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.Apriori"><code class="xref">PAMI.frequentPattern.basic.Apriori</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLAT"><code class="xref">PAMI.frequentPattern.basic.ECLAT</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATbitset"><code class="xref">PAMI.frequentPattern.basic.ECLATbitset</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.ECLATDiffset"><code class="xref">PAMI.frequentPattern.basic.ECLATDiffset</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.basic.html#module-PAMI.frequentPattern.basic.FPGrowth"><code class="xref">PAMI.frequentPattern.basic.FPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed"><code class="xref">PAMI.frequentPattern.closed</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.abstract"><code class="xref">PAMI.frequentPattern.closed.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.closed.html#module-PAMI.frequentPattern.closed.CHARM"><code class="xref">PAMI.frequentPattern.closed.CHARM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.cuda.html#module-PAMI.frequentPattern.cuda"><code class="xref">PAMI.frequentPattern.cuda</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal"><code class="xref">PAMI.frequentPattern.maximal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.abstract"><code class="xref">PAMI.frequentPattern.maximal.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.maximal.html#module-PAMI.frequentPattern.maximal.MaxFPGrowth"><code class="xref">PAMI.frequentPattern.maximal.MaxFPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.pyspark.html#module-PAMI.frequentPattern.pyspark"><code class="xref">PAMI.frequentPattern.pyspark</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk"><code class="xref">PAMI.frequentPattern.topk</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.abstract"><code class="xref">PAMI.frequentPattern.topk.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.frequentPattern.topk.html#module-PAMI.frequentPattern.topk.FAE"><code class="xref">PAMI.frequentPattern.topk.FAE</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyCorrelatedPattern.html#module-PAMI.fuzzyCorrelatedPattern"><code class="xref">PAMI.fuzzyCorrelatedPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic"><code class="xref">PAMI.fuzzyCorrelatedPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.abstract"><code class="xref">PAMI.fuzzyCorrelatedPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyCorrelatedPattern.basic.html#module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth"><code class="xref">PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyFrequentPattern.html#module-PAMI.fuzzyFrequentPattern"><code class="xref">PAMI.fuzzyFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic"><code class="xref">PAMI.fuzzyFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.abstract"><code class="xref">PAMI.fuzzyFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner"><code class="xref">PAMI.fuzzyFrequentPattern.basic.FFIMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyFrequentPattern.basic.html#module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old"><code class="xref">PAMI.fuzzyFrequentPattern.basic.FFIMiner_old</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedFrequentPattern.html#module-PAMI.fuzzyGeoreferencedFrequentPattern"><code class="xref">PAMI.fuzzyGeoreferencedFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic"><code class="xref">PAMI.fuzzyGeoreferencedFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract"><code class="xref">PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner"><code class="xref">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old"><code class="xref">PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern"><code class="xref">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic"><code class="xref">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner"><code class="xref">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old"><code class="xref">PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPartialPeriodicPatterns.html#module-PAMI.fuzzyPartialPeriodicPatterns"><code class="xref">PAMI.fuzzyPartialPeriodicPatterns</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic"><code class="xref">PAMI.fuzzyPartialPeriodicPatterns.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract"><code class="xref">PAMI.fuzzyPartialPeriodicPatterns.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPartialPeriodicPatterns.basic.html#module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner"><code class="xref">PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPeriodicFrequentPattern.html#module-PAMI.fuzzyPeriodicFrequentPattern"><code class="xref">PAMI.fuzzyPeriodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic"><code class="xref">PAMI.fuzzyPeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.fuzzyPeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner"><code class="xref">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.fuzzyPeriodicFrequentPattern.basic.html#module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old"><code class="xref">PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentPattern.html#module-PAMI.georeferencedFrequentPattern"><code class="xref">PAMI.georeferencedFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic"><code class="xref">PAMI.georeferencedFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.abstract"><code class="xref">PAMI.georeferencedFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentPattern.basic.html#module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT"><code class="xref">PAMI.georeferencedFrequentPattern.basic.SpatialECLAT</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern"><code class="xref">PAMI.georeferencedFrequentSequencePattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedFrequentSequencePattern.html#module-PAMI.georeferencedFrequentSequencePattern.abstract"><code class="xref">PAMI.georeferencedFrequentSequencePattern.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedPartialPeriodicPattern.html#module-PAMI.georeferencedPartialPeriodicPattern"><code class="xref">PAMI.georeferencedPartialPeriodicPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic"><code class="xref">PAMI.georeferencedPartialPeriodicPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract"><code class="xref">PAMI.georeferencedPartialPeriodicPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.georeferencedPartialPeriodicPattern.basic.html#module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat"><code class="xref">PAMI.georeferencedPartialPeriodicPattern.basic.STEclat</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.geoReferencedPeriodicFrequentPattern.html#module-PAMI.geoReferencedPeriodicFrequentPattern"><code class="xref">PAMI.geoReferencedPeriodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic"><code class="xref">PAMI.geoReferencedPeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.geoReferencedPeriodicFrequentPattern.basic.html#module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner"><code class="xref">PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityFrequentPattern.html#module-PAMI.highUtilityFrequentPattern"><code class="xref">PAMI.highUtilityFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic"><code class="xref">PAMI.highUtilityFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.abstract"><code class="xref">PAMI.highUtilityFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityFrequentPattern.basic.html#module-PAMI.highUtilityFrequentPattern.basic.HUFIM"><code class="xref">PAMI.highUtilityFrequentPattern.basic.HUFIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityGeoreferencedFrequentPattern.html#module-PAMI.highUtilityGeoreferencedFrequentPattern"><code class="xref">PAMI.highUtilityGeoreferencedFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic"><code class="xref">PAMI.highUtilityGeoreferencedFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract"><code class="xref">PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityGeoreferencedFrequentPattern.basic.html#module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM"><code class="xref">PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.html#module-PAMI.highUtilityPattern"><code class="xref">PAMI.highUtilityPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic"><code class="xref">PAMI.highUtilityPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.abstract"><code class="xref">PAMI.highUtilityPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.EFIM"><code class="xref">PAMI.highUtilityPattern.basic.EFIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.HMiner"><code class="xref">PAMI.highUtilityPattern.basic.HMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.basic.html#module-PAMI.highUtilityPattern.basic.UPGrowth"><code class="xref">PAMI.highUtilityPattern.basic.UPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel"><code class="xref">PAMI.highUtilityPattern.parallel</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPattern.parallel.html#module-PAMI.highUtilityPattern.parallel.abstract"><code class="xref">PAMI.highUtilityPattern.parallel.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams"><code class="xref">PAMI.highUtilityPatternsInStreams</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilityPatternsInStreams.html#module-PAMI.highUtilityPatternsInStreams.abstract"><code class="xref">PAMI.highUtilityPatternsInStreams.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern"><code class="xref">PAMI.highUtilitySpatialPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.html#module-PAMI.highUtilitySpatialPattern.abstract"><code class="xref">PAMI.highUtilitySpatialPattern.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic"><code class="xref">PAMI.highUtilitySpatialPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.abstract"><code class="xref">PAMI.highUtilitySpatialPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM"><code class="xref">PAMI.highUtilitySpatialPattern.basic.HDSHUIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.basic.html#module-PAMI.highUtilitySpatialPattern.basic.SHUIM"><code class="xref">PAMI.highUtilitySpatialPattern.basic.SHUIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk"><code class="xref">PAMI.highUtilitySpatialPattern.topk</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.abstract"><code class="xref">PAMI.highUtilitySpatialPattern.topk.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.highUtilitySpatialPattern.topk.html#module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM"><code class="xref">PAMI.highUtilitySpatialPattern.topk.TKSHUIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.html#module-PAMI.localPeriodicPattern"><code class="xref">PAMI.localPeriodicPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic"><code class="xref">PAMI.localPeriodicPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.abstract"><code class="xref">PAMI.localPeriodicPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPGrowth"><code class="xref">PAMI.localPeriodicPattern.basic.LPPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMBreadth"><code class="xref">PAMI.localPeriodicPattern.basic.LPPMBreadth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.localPeriodicPattern.basic.html#module-PAMI.localPeriodicPattern.basic.LPPMDepth"><code class="xref">PAMI.localPeriodicPattern.basic.LPPMDepth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern"><code class="xref">PAMI.multipleMinimumSupportBasedFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic"><code class="xref">PAMI.multipleMinimumSupportBasedFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract"><code class="xref">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth"><code class="xref">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.multipleMinimumSupportBasedFrequentPattern.basic.html#module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus"><code class="xref">PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicFrequentPattern.html#module-PAMI.partialPeriodicFrequentPattern"><code class="xref">PAMI.partialPeriodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic"><code class="xref">PAMI.partialPeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicFrequentPattern.basic.html#module-PAMI.partialPeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.partialPeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.html#module-PAMI.partialPeriodicPattern"><code class="xref">PAMI.partialPeriodicPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic"><code class="xref">PAMI.partialPeriodicPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.abstract"><code class="xref">PAMI.partialPeriodicPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.Gabstract"><code class="xref">PAMI.partialPeriodicPattern.basic.Gabstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT"><code class="xref">PAMI.partialPeriodicPattern.basic.PPP_ECLAT</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.basic.html#module-PAMI.partialPeriodicPattern.basic.PPPGrowth"><code class="xref">PAMI.partialPeriodicPattern.basic.PPPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed"><code class="xref">PAMI.partialPeriodicPattern.closed</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.abstract"><code class="xref">PAMI.partialPeriodicPattern.closed.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.closed.html#module-PAMI.partialPeriodicPattern.closed.PPPClose"><code class="xref">PAMI.partialPeriodicPattern.closed.PPPClose</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal"><code class="xref">PAMI.partialPeriodicPattern.maximal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.maximal.html#module-PAMI.partialPeriodicPattern.maximal.abstract"><code class="xref">PAMI.partialPeriodicPattern.maximal.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark"><code class="xref">PAMI.partialPeriodicPattern.pyspark</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.pyspark.html#module-PAMI.partialPeriodicPattern.pyspark.abstract"><code class="xref">PAMI.partialPeriodicPattern.pyspark.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk"><code class="xref">PAMI.partialPeriodicPattern.topk</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.abstract"><code class="xref">PAMI.partialPeriodicPattern.topk.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPattern.topk.html#module-PAMI.partialPeriodicPattern.topk.k3PMiner"><code class="xref">PAMI.partialPeriodicPattern.topk.k3PMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries"><code class="xref">PAMI.partialPeriodicPatternInMultipleTimeSeries</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract"><code class="xref">PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.partialPeriodicPatternInMultipleTimeSeries.html#module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth"><code class="xref">PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicCorrelatedPattern.html#module-PAMI.periodicCorrelatedPattern"><code class="xref">PAMI.periodicCorrelatedPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic"><code class="xref">PAMI.periodicCorrelatedPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.abstract"><code class="xref">PAMI.periodicCorrelatedPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicCorrelatedPattern.basic.html#module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth"><code class="xref">PAMI.periodicCorrelatedPattern.basic.EPCPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.html#module-PAMI.periodicFrequentPattern"><code class="xref">PAMI.periodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic"><code class="xref">PAMI.periodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.abstract"><code class="xref">PAMI.periodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFECLAT"><code class="xref">PAMI.periodicFrequentPattern.basic.PFECLAT</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowth"><code class="xref">PAMI.periodicFrequentPattern.basic.PFPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus"><code class="xref">PAMI.periodicFrequentPattern.basic.PFPGrowthPlus</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PFPMC"><code class="xref">PAMI.periodicFrequentPattern.basic.PFPMC</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.basic.html#module-PAMI.periodicFrequentPattern.basic.PSGrowth"><code class="xref">PAMI.periodicFrequentPattern.basic.PSGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed"><code class="xref">PAMI.periodicFrequentPattern.closed</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.abstract"><code class="xref">PAMI.periodicFrequentPattern.closed.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.closed.html#module-PAMI.periodicFrequentPattern.closed.CPFPMiner"><code class="xref">PAMI.periodicFrequentPattern.closed.CPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.cuda.html#module-PAMI.periodicFrequentPattern.cuda"><code class="xref">PAMI.periodicFrequentPattern.cuda</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal"><code class="xref">PAMI.periodicFrequentPattern.maximal</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.abstract"><code class="xref">PAMI.periodicFrequentPattern.maximal.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.maximal.html#module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth"><code class="xref">PAMI.periodicFrequentPattern.maximal.MaxPFGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.pyspark.html#module-PAMI.periodicFrequentPattern.pyspark"><code class="xref">PAMI.periodicFrequentPattern.pyspark</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.html#module-PAMI.periodicFrequentPattern.topk"><code class="xref">PAMI.periodicFrequentPattern.topk</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner"><code class="xref">PAMI.periodicFrequentPattern.topk.kPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract"><code class="xref">PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.kPFPMiner.html#module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner"><code class="xref">PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP"><code class="xref">PAMI.periodicFrequentPattern.topk.TopkPFP</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract"><code class="xref">PAMI.periodicFrequentPattern.topk.TopkPFP.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.periodicFrequentPattern.topk.TopkPFP.html#module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP"><code class="xref">PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.recurringPattern.html#module-PAMI.recurringPattern"><code class="xref">PAMI.recurringPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic"><code class="xref">PAMI.recurringPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.abstract"><code class="xref">PAMI.recurringPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.recurringPattern.basic.html#module-PAMI.recurringPattern.basic.RPGrowth"><code class="xref">PAMI.recurringPattern.basic.RPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeFrequentPattern.html#module-PAMI.relativeFrequentPattern"><code class="xref">PAMI.relativeFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic"><code class="xref">PAMI.relativeFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.abstract"><code class="xref">PAMI.relativeFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeFrequentPattern.basic.html#module-PAMI.relativeFrequentPattern.basic.RSFPGrowth"><code class="xref">PAMI.relativeFrequentPattern.basic.RSFPGrowth</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeHighUtilityPattern.html#module-PAMI.relativeHighUtilityPattern"><code class="xref">PAMI.relativeHighUtilityPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic"><code class="xref">PAMI.relativeHighUtilityPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.abstract"><code class="xref">PAMI.relativeHighUtilityPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.relativeHighUtilityPattern.basic.html#module-PAMI.relativeHighUtilityPattern.basic.RHUIM"><code class="xref">PAMI.relativeHighUtilityPattern.basic.RHUIM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequence.html#module-PAMI.sequence"><code class="xref">PAMI.sequence</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.html#module-PAMI.sequentialPatternMining"><code class="xref">PAMI.sequentialPatternMining</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic"><code class="xref">PAMI.sequentialPatternMining.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.abstract"><code class="xref">PAMI.sequentialPatternMining.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.prefixSpan"><code class="xref">PAMI.sequentialPatternMining.basic.prefixSpan</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPADE"><code class="xref">PAMI.sequentialPatternMining.basic.SPADE</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.basic.html#module-PAMI.sequentialPatternMining.basic.SPAM"><code class="xref">PAMI.sequentialPatternMining.basic.SPAM</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed"><code class="xref">PAMI.sequentialPatternMining.closed</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.abstract"><code class="xref">PAMI.sequentialPatternMining.closed.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.sequentialPatternMining.closed.html#module-PAMI.sequentialPatternMining.closed.bide"><code class="xref">PAMI.sequentialPatternMining.closed.bide</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.html#module-PAMI.stablePeriodicFrequentPattern"><code class="xref">PAMI.stablePeriodicFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic"><code class="xref">PAMI.stablePeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.stablePeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.basic.html#module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat"><code class="xref">PAMI.stablePeriodicFrequentPattern.basic.SPPEclat</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK"><code class="xref">PAMI.stablePeriodicFrequentPattern.topK</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.abstract"><code class="xref">PAMI.stablePeriodicFrequentPattern.topK.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.stablePeriodicFrequentPattern.topK.html#module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN"><code class="xref">PAMI.stablePeriodicFrequentPattern.topK.TSPIN</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.html#module-PAMI.subgraphMining"><code class="xref">PAMI.subgraphMining</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic"><code class="xref">PAMI.subgraphMining.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.abstract"><code class="xref">PAMI.subgraphMining.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.dfsCode"><code class="xref">PAMI.subgraphMining.basic.dfsCode</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.edge"><code class="xref">PAMI.subgraphMining.basic.edge</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.extendedEdge"><code class="xref">PAMI.subgraphMining.basic.extendedEdge</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.frequentSubgraph"><code class="xref">PAMI.subgraphMining.basic.frequentSubgraph</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.graph"><code class="xref">PAMI.subgraphMining.basic.graph</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.gspan"><code class="xref">PAMI.subgraphMining.basic.gspan</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.sparseTriangularMatrix"><code class="xref">PAMI.subgraphMining.basic.sparseTriangularMatrix</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.basic.html#module-PAMI.subgraphMining.basic.vertex"><code class="xref">PAMI.subgraphMining.basic.vertex</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK"><code class="xref">PAMI.subgraphMining.topK</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.abstract"><code class="xref">PAMI.subgraphMining.topK.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSCode"><code class="xref">PAMI.subgraphMining.topK.DFSCode</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.DFSThread"><code class="xref">PAMI.subgraphMining.topK.DFSThread</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.edge"><code class="xref">PAMI.subgraphMining.topK.edge</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.extendedEdge"><code class="xref">PAMI.subgraphMining.topK.extendedEdge</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.frequentSubgraph"><code class="xref">PAMI.subgraphMining.topK.frequentSubgraph</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
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+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.graph"><code class="xref">PAMI.subgraphMining.topK.graph</code></a></td><td>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.sparseTriangularMatrix"><code class="xref">PAMI.subgraphMining.topK.sparseTriangularMatrix</code></a></td><td>
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+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
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+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.subgraphMining.topK.html#module-PAMI.subgraphMining.topK.vertex"><code class="xref">PAMI.subgraphMining.topK.vertex</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern"><code class="xref">PAMI.uncertainFaultTolerantFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.abstract"><code class="xref">PAMI.uncertainFaultTolerantFrequentPattern.abstract</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFaultTolerantFrequentPattern.html#module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine"><code class="xref">PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFrequentPattern.html#module-PAMI.uncertainFrequentPattern"><code class="xref">PAMI.uncertainFrequentPattern</code></a></td><td>
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+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic"><code class="xref">PAMI.uncertainFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.abstract"><code class="xref">PAMI.uncertainFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainFrequentPattern.basic.html#module-PAMI.uncertainFrequentPattern.basic.CUFPTree"><code class="xref">PAMI.uncertainFrequentPattern.basic.CUFPTree</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainGeoreferencedFrequentPattern.html#module-PAMI.uncertainGeoreferencedFrequentPattern"><code class="xref">PAMI.uncertainGeoreferencedFrequentPattern</code></a></td><td>
+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic"><code class="xref">PAMI.uncertainGeoreferencedFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract"><code class="xref">PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainGeoreferencedFrequentPattern.basic.html#module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth"><code class="xref">PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth</code></a></td><td>
+       <em></em></td></tr>
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+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic"><code class="xref">PAMI.uncertainPeriodicFrequentPattern.basic</code></a></td><td>
+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract"><code class="xref">PAMI.uncertainPeriodicFrequentPattern.basic.abstract</code></a></td><td>
+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
+       <a href="PAMI.uncertainPeriodicFrequentPattern.basic.html#module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth"><code class="xref">PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth</code></a></td><td>
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+       <em></em></td></tr>
+     <tr class="cg-1">
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+       <td>&#160;&#160;&#160;
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+       <td>&#160;&#160;&#160;
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+       <em></em></td></tr>
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+       <td>&#160;&#160;&#160;
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+       <td>&#160;&#160;&#160;
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+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
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+     <tr class="cg-1">
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"PAMI.geoReferencedPeriodicFrequentPattern.basic.rst", "PAMI.georeferencedFrequentPattern.rst", "PAMI.georeferencedFrequentPattern.basic.rst", "PAMI.georeferencedFrequentSequencePattern.rst", "PAMI.georeferencedPartialPeriodicPattern.rst", "PAMI.georeferencedPartialPeriodicPattern.basic.rst", "PAMI.highUtilityFrequentPattern.rst", "PAMI.highUtilityFrequentPattern.basic.rst", "PAMI.highUtilityGeoreferencedFrequentPattern.rst", "PAMI.highUtilityGeoreferencedFrequentPattern.basic.rst", "PAMI.highUtilityPattern.rst", "PAMI.highUtilityPattern.basic.rst", "PAMI.highUtilityPattern.parallel.rst", "PAMI.highUtilityPatternsInStreams.rst", "PAMI.highUtilitySpatialPattern.rst", "PAMI.highUtilitySpatialPattern.basic.rst", "PAMI.highUtilitySpatialPattern.topk.rst", "PAMI.localPeriodicPattern.rst", "PAMI.localPeriodicPattern.basic.rst", "PAMI.multipleMinimumSupportBasedFrequentPattern.rst", "PAMI.multipleMinimumSupportBasedFrequentPattern.basic.rst", "PAMI.partialPeriodicFrequentPattern.rst", 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"PAMI.geoReferencedPeriodicFrequentPattern.basic package", "PAMI.georeferencedFrequentPattern package", "PAMI.georeferencedFrequentPattern.basic package", "PAMI.georeferencedFrequentSequencePattern package", "PAMI.georeferencedPartialPeriodicPattern package", "PAMI.georeferencedPartialPeriodicPattern.basic package", "PAMI.highUtilityFrequentPattern package", "PAMI.highUtilityFrequentPattern.basic package", "PAMI.highUtilityGeoreferencedFrequentPattern package", "PAMI.highUtilityGeoreferencedFrequentPattern.basic package", "PAMI.highUtilityPattern package", "PAMI.highUtilityPattern.basic package", "PAMI.highUtilityPattern.parallel package", "PAMI.highUtilityPatternsInStreams package", "PAMI.highUtilitySpatialPattern package", "PAMI.highUtilitySpatialPattern.basic package", "PAMI.highUtilitySpatialPattern.topk package", "PAMI.localPeriodicPattern package", "PAMI.localPeriodicPattern.basic package", "PAMI.multipleMinimumSupportBasedFrequentPattern package", 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80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "overrid": [2, 4, 6, 7, 9, 11, 17, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 100, 101, 103, 105, 107, 109, 111, 113, 115], "separ": [2, 4, 6, 7, 9, 10, 11, 17, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "attribut": [2, 4, 6, 7, 8, 10, 11, 12, 13, 17, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "To": [2, 4, 6, 8, 9, 10, 12, 13, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "record": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "start": [2, 4, 6, 13, 23, 25, 26, 28, 30, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 100, 101, 103, 105, 107, 109, 111, 113, 115], "time": [2, 4, 6, 8, 10, 12, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "process": [2, 4, 6, 7, 11, 15, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 100, 101, 103, 105, 107, 109, 111, 113, 115], "dict": [2, 4, 6, 7, 10, 11, 13, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "dictionari": [2, 4, 6, 7, 10, 11, 19, 23, 25, 26, 28, 30, 34, 44, 46, 49, 53, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 93, 96, 97, 99, 101, 103, 105, 107, 109, 111, 113, 115], "total": [2, 4, 6, 8, 10, 12, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "amount": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "uss": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "memori": [2, 4, 6, 8, 13, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 100, 101, 103, 105, 107, 109, 111, 113, 115], "consum": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "program": [2, 4, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 78, 80, 83, 84, 101, 105], "rss": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "termin": [2, 4, 73, 78], "command": [2, 4, 6, 73, 78], "format": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 100, 101, 103, 105, 107, 109, 111, 113, 115], "venv": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 73, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 101, 103, 105, 107, 109, 111, 113, 115], "python3": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "py": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "inputfil": [2, 4, 6, 7, 10, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "outputfil": [2, 4, 6, 7, 8, 10, 12, 15, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "exampl": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "usag": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 77, 80, 86, 88, 90, 93, 96, 100, 101, 103, 105, 107, 109, 111, 113, 115], "sampledb": [2, 10, 19, 23, 25, 26, 28, 30, 62, 64, 68, 72, 77, 83, 84, 88, 93, 96, 101, 109, 111, 113], "txt": [2, 4, 6, 10, 12, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "5": [2, 4, 6, 12, 20, 44, 46, 49, 62, 77, 96, 113], "valu": [2, 4, 7, 8, 9, 10, 12, 13, 15, 17, 19, 20, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 66, 73, 75, 77, 86, 90, 93, 97, 99, 103, 105, 107, 109, 115], "call": [2, 4, 6, 58, 60, 62, 78, 93, 99], "import": [2, 4, 78, 83], "alg": [2, 4, 6, 10, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "obj": [2, 4, 6, 7, 8, 9, 10, 11, 12, 13, 15, 17, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "print": [2, 4, 6, 8, 10, 12, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "number": [2, 4, 6, 10, 12, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "len": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "df": [2, 4, 6, 8, 23, 25, 26, 28, 30, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 101, 103, 105, 107, 109, 111, 113, 115], "getpatternindatafram": [2, 23, 25, 30, 64, 72, 83, 84, 93, 101, 113], "memuss": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 103, 105, 107, 109, 111, 113, 115], "memrss": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 103, 105, 107, 109, 111, 113, 115], "executiontim": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "second": [2, 4, 6, 8, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 101, 103, 105, 107, 109, 111, 113, 115], "wa": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "written": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "p": [2, 6, 20, 23, 25, 26, 28, 30, 32, 36, 44, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 90, 96, 97, 101, 103, 105, 107, 109, 111, 113], "likhitha": [2, 6, 20, 23, 25, 26, 28, 30, 40, 49, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 96, 97, 101, 103, 105, 107, 109, 111, 113], "under": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "supervis": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "professor": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "rage": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "udai": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "kiran": [2, 4, 6, 10, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113], "retriev": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 101, 103, 105, 107, 109, 111, 113, 115], "function": [2, 4, 6, 10, 17, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 100, 101, 103, 105, 107, 109, 111, 113, 115], "return": [2, 4, 6, 7, 8, 9, 10, 12, 13, 17, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 100, 101, 103, 105, 107, 109, 111, 113, 115], "type": [2, 4, 6, 8, 9, 10, 12, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 99, 101, 103, 105, 107, 109, 111, 113, 115], "send": [2, 4, 6, 7, 16, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 97, 101, 103, 105, 107, 109, 111, 113, 115], "after": [2, 4, 6, 12, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "final": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "datafram": [2, 4, 6, 7, 8, 9, 10, 12, 13, 15, 19, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "pd": [2, 4, 6, 9, 12, 20, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "calcul": [2, 4, 6, 9, 10, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 100, 101, 103, 105, 107, 109, 111, 113, 115], "runtim": [2, 4, 6, 13, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 100, 101, 103, 105, 107, 109, 111, 113, 115], "taken": [2, 4, 6, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 100, 101, 103, 105, 107, 109, 111, 113, 115], "here": [2, 23, 25, 26, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "result": [2, 4, 6, 7, 10, 19, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 86, 88, 90, 93, 96, 97, 99, 101, 103, 107, 109, 111, 113, 115], "outfil": [2, 4, 6, 8, 9, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 59, 60, 62, 64, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 96, 97, 101, 103, 105, 107, 109, 111, 113, 115], "load": [2, 4, 6, 8, 9, 23, 25, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 49, 51, 53, 55, 58, 59, 60, 62, 64, 66, 68, 69, 72, 73, 75, 77, 78, 80, 83, 84, 86, 88, 90, 93, 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"credits"], [111, "credits"], [113, "credits"]], "PAMI.coveragePattern.basic.abstract module": [[6, "module-PAMI.coveragePattern.basic.abstract"]], "PAMI.extras package": [[7, "pami-extras-package"]], "PAMI.extras.convertMultiTSIntoFuzzy module": [[7, "pami-extras-convertmultitsintofuzzy-module"]], "PAMI.extras.generateLatexGraphFile module": [[7, "module-PAMI.extras.generateLatexGraphFile"]], "PAMI.extras.plotPointOnMap module": [[7, "module-PAMI.extras.plotPointOnMap"]], "PAMI.extras.plotPointOnMap_dump module": [[7, "module-PAMI.extras.plotPointOnMap_dump"]], "PAMI.extras.scatterPlotSpatialPoints module": [[7, "module-PAMI.extras.scatterPlotSpatialPoints"]], "PAMI.extras.topKPatterns module": [[7, "module-PAMI.extras.topKPatterns"]], "PAMI.extras.uncertaindb_convert module": [[7, "module-PAMI.extras.uncertaindb_convert"]], "PAMI.extras.DF2DB package": [[8, "pami-extras-df2db-package"]], "PAMI.extras.DF2DB.DF2DB module": [[8, "module-PAMI.extras.DF2DB.DF2DB"]], "PAMI.extras.DF2DB.DF2DBPlus module": [[8, "pami-extras-df2db-df2dbplus-module"]], "PAMI.extras.DF2DB.DenseFormatDF module": [[8, "module-PAMI.extras.DF2DB.DenseFormatDF"]], "PAMI.extras.DF2DB.SparseFormatDF module": [[8, "module-PAMI.extras.DF2DB.SparseFormatDF"]], "PAMI.extras.DF2DB.createTDB module": [[8, "module-PAMI.extras.DF2DB.createTDB"]], "PAMI.extras.DF2DB.denseDF2DBPlus module": [[8, "module-PAMI.extras.DF2DB.denseDF2DBPlus"]], "PAMI.extras.DF2DB.denseDF2DB_dump module": [[8, "module-PAMI.extras.DF2DB.denseDF2DB_dump"]], "PAMI.extras.DF2DB.sparseDF2DBPlus module": [[8, "module-PAMI.extras.DF2DB.sparseDF2DBPlus"]], "PAMI.extras.calculateMISValues package": [[9, "pami-extras-calculatemisvalues-package"]], "PAMI.extras.calculateMISValues.usingBeta module": [[9, "module-PAMI.extras.calculateMISValues.usingBeta"]], "PAMI.extras.calculateMISValues.usingSD module": [[9, "module-PAMI.extras.calculateMISValues.usingSD"]], "PAMI.extras.dbStats package": [[10, "pami-extras-dbstats-package"]], "PAMI.extras.dbStats.FuzzyDatabase module": [[10, "module-PAMI.extras.dbStats.FuzzyDatabase"]], "PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats module": [[10, "module-PAMI.extras.dbStats.MultipleTimeSeriesFuzzyDatabaseStats"]], "PAMI.extras.dbStats.SequentialDatabase module": [[10, "module-PAMI.extras.dbStats.SequentialDatabase"]], "Executing the code on terminal:": [[10, "executing-the-code-on-terminal"], [19, "executing-the-code-on-terminal"], [23, "executing-the-code-on-terminal"], [55, "executing-the-code-on-terminal"], [55, "id1"], [55, "id4"], [59, "executing-the-code-on-terminal"], [59, "id1"], [60, "executing-the-code-on-terminal"], [62, "executing-the-code-on-terminal"], [62, "id1"], [62, "id4"], [64, "executing-the-code-on-terminal"], [64, "id1"], [68, "executing-the-code-on-terminal"], [68, "id1"], [69, "executing-the-code-on-terminal"], [72, "executing-the-code-on-terminal"], [75, "executing-the-code-on-terminal"], [80, "executing-the-code-on-terminal"], [84, "executing-the-code-on-terminal"], [93, "executing-the-code-on-terminal"], [101, "executing-the-code-on-terminal"], [105, "executing-the-code-on-terminal"], [107, "executing-the-code-on-terminal"], [107, "id1"]], "Sample run of the importing code:": [[10, "sample-run-of-the-importing-code"], [19, "sample-run-of-the-importing-code"], [23, "sample-run-of-the-importing-code"], [64, "sample-run-of-the-importing-code"], [64, "id2"], [68, "sample-run-of-the-importing-code"], [72, "sample-run-of-the-importing-code"], [93, "sample-run-of-the-importing-code"], [101, "sample-run-of-the-importing-code"]], "PAMI.extras.dbStats.TemporalDatabase module": [[10, "module-PAMI.extras.dbStats.TemporalDatabase"]], "PAMI.extras.dbStats.TransactionalDatabase module": [[10, "module-PAMI.extras.dbStats.TransactionalDatabase"]], "PAMI.extras.dbStats.UncertainTemporalDatabase module": [[10, "module-PAMI.extras.dbStats.UncertainTemporalDatabase"]], "PAMI.extras.dbStats.UncertainTransactionalDatabase module": [[10, "module-PAMI.extras.dbStats.UncertainTransactionalDatabase"]], "PAMI.extras.dbStats.UtilityDatabase module": [[10, "module-PAMI.extras.dbStats.UtilityDatabase"]], "PAMI.extras.fuzzyTransformation package": [[11, "pami-extras-fuzzytransformation-package"]], "PAMI.extras.fuzzyTransformation.abstract module": [[11, "module-PAMI.extras.fuzzyTransformation.abstract"]], "PAMI.extras.fuzzyTransformation.temporalToFuzzy module": [[11, "module-PAMI.extras.fuzzyTransformation.temporalToFuzzy"]], "PAMI.extras.fuzzyTransformation.transactionalToFuzzy module": [[11, "module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy"]], "PAMI.extras.fuzzyTransformation.utilityToFuzzy module": [[11, "pami-extras-fuzzytransformation-utilitytofuzzy-module"]], "PAMI.extras.generateDatabase package": [[12, "pami-extras-generatedatabase-package"]], "PAMI.extras.generateDatabase.generateSpatioTemporalDatabase module": [[12, "module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase"]], "PAMI.extras.generateDatabase.generateTemporalDatabase module": [[12, "module-PAMI.extras.generateDatabase.generateTemporalDatabase"]], "PAMI.extras.generateDatabase.generateTransactionalDatabase module": [[12, "module-PAMI.extras.generateDatabase.generateTransactionalDatabase"]], "PAMI.extras.graph package": [[13, "pami-extras-graph-package"]], "PAMI.extras.graph.DF2Fig module": [[13, "module-PAMI.extras.graph.DF2Fig"]], "PAMI.extras.graph.DF2Tex module": [[13, "pami-extras-graph-df2tex-module"]], "PAMI.extras.graph.plotLineGraphFromDictionary module": [[13, "module-PAMI.extras.graph.plotLineGraphFromDictionary"]], "PAMI.extras.graph.plotLineGraphsFromDataFrame module": [[13, "module-PAMI.extras.graph.plotLineGraphsFromDataFrame"]], "PAMI.extras.graph.visualizeFuzzyPatterns module": [[13, "module-PAMI.extras.graph.visualizeFuzzyPatterns"]], "PAMI.extras.graph.visualizePatterns module": [[13, "module-PAMI.extras.graph.visualizePatterns"]], "PAMI.extras.image2Database package": [[14, "pami-extras-image2database-package"]], "PAMI.extras.imageProcessing package": [[15, "pami-extras-imageprocessing-package"]], "PAMI.extras.imageProcessing.imagery2Databases module": [[15, "module-PAMI.extras.imageProcessing.imagery2Databases"]], "PAMI.extras.messaging package": [[16, "pami-extras-messaging-package"]], "PAMI.extras.messaging.discord module": [[16, "module-PAMI.extras.messaging.discord"]], "PAMI.extras.messaging.gmail module": [[16, "module-PAMI.extras.messaging.gmail"]], "PAMI.extras.neighbours package": [[17, "pami-extras-neighbours-package"]], "PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo module": [[17, "module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo"]], "PAMI.extras.neighbours.findNeighboursUsingEuclidean module": [[17, "module-PAMI.extras.neighbours.findNeighboursUsingEuclidean"]], "PAMI.extras.neighbours.findNeighboursUsingGeodesic module": [[17, "module-PAMI.extras.neighbours.findNeighboursUsingGeodesic"]], "PAMI.extras.sampleDatasets package": [[18, "pami-extras-sampledatasets-package"]], "PAMI.extras.stats package": [[19, "pami-extras-stats-package"]], "PAMI.extras.stats.TransactionalDatabase module": [[19, "module-PAMI.extras.stats.TransactionalDatabase"]], "PAMI.extras.stats.graphDatabase module": [[19, "module-PAMI.extras.stats.graphDatabase"]], "PAMI.extras.stats.sequentialDatabase module": [[19, "module-PAMI.extras.stats.sequentialDatabase"]], "PAMI.extras.stats.temporalDatabase module": [[19, "module-PAMI.extras.stats.temporalDatabase"]], "PAMI.extras.stats.utilityDatabase module": [[19, "module-PAMI.extras.stats.utilityDatabase"]], "PAMI.extras.syntheticDataGenerator package": [[20, "pami-extras-syntheticdatagenerator-package"]], "PAMI.extras.syntheticDataGenerator.TemporalDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.TemporalDatabase"]], "PAMI.extras.syntheticDataGenerator.TransactionalDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase"]], "PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal"]], "PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions"]], "PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction"]], "PAMI.extras.syntheticDataGenerator.createSyntheticTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal"]], "PAMI.extras.syntheticDataGenerator.createSyntheticTransactions module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions"]], "PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal"]], "PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions"]], "PAMI.extras.syntheticDataGenerator.createSyntheticUtility module": [[20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility"]], "PAMI.extras.syntheticDataGenerator.fuzzyDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase"]], "PAMI.extras.syntheticDataGenerator.generateTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateTemporal"]], "PAMI.extras.syntheticDataGenerator.generateTransactional module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateTransactional"]], "PAMI.extras.syntheticDataGenerator.generateUncertainTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal"]], "PAMI.extras.syntheticDataGenerator.generateUncertainTransactional module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional"]], "PAMI.extras.syntheticDataGenerator.generateUtilityTemporal module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal"]], "PAMI.extras.syntheticDataGenerator.generateUtilityTransactional module": [[20, "module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional"]], "PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase"]], "PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase"]], "PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase"]], "PAMI.extras.syntheticDataGenerator.temporalDatabaseGen module": [[20, "module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen"]], "PAMI.extras.syntheticDataGenerator.utilityDatabase module": [[20, "module-PAMI.extras.syntheticDataGenerator.utilityDatabase"]], "PAMI.extras.visualize package": [[21, "pami-extras-visualize-package"]], "PAMI.extras.visualize.graphs module": [[21, "module-PAMI.extras.visualize.graphs"]], "PAMI.faultTolerantFrequentPattern package": [[22, "pami-faulttolerantfrequentpattern-package"]], "PAMI.faultTolerantFrequentPattern.basic package": [[23, "pami-faulttolerantfrequentpattern-basic-package"]], "PAMI.faultTolerantFrequentPattern.basic.FTApriori module": [[23, "module-PAMI.faultTolerantFrequentPattern.basic.FTApriori"]], "PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth module": [[23, "module-PAMI.faultTolerantFrequentPattern.basic.FTFPGrowth"]], "PAMI.faultTolerantFrequentPattern.basic.abstract module": [[23, "module-PAMI.faultTolerantFrequentPattern.basic.abstract"]], "PAMI.frequentPattern package": [[24, "pami-frequentpattern-package"]], "PAMI.frequentPattern.basic package": [[25, "pami-frequentpattern-basic-package"]], "PAMI.frequentPattern.basic.Apriori module": [[25, "module-PAMI.frequentPattern.basic.Apriori"]], "PAMI.frequentPattern.basic.ECLAT module": [[25, "module-PAMI.frequentPattern.basic.ECLAT"]], "PAMI.frequentPattern.basic.ECLATDiffset module": [[25, "module-PAMI.frequentPattern.basic.ECLATDiffset"]], "PAMI.frequentPattern.basic.ECLATbitset module": [[25, "module-PAMI.frequentPattern.basic.ECLATbitset"]], "PAMI.frequentPattern.basic.FPGrowth module": [[25, "module-PAMI.frequentPattern.basic.FPGrowth"]], "PAMI.frequentPattern.basic.abstract module": [[25, "module-PAMI.frequentPattern.basic.abstract"]], "PAMI.frequentPattern.closed package": [[26, "pami-frequentpattern-closed-package"]], "PAMI.frequentPattern.closed.CHARM module": [[26, "module-PAMI.frequentPattern.closed.CHARM"]], "PAMI.frequentPattern.closed.abstract module": [[26, "module-PAMI.frequentPattern.closed.abstract"]], "PAMI.frequentPattern.cuda package": [[27, "pami-frequentpattern-cuda-package"]], "PAMI.frequentPattern.cuda.abstract module": [[27, "pami-frequentpattern-cuda-abstract-module"]], "PAMI.frequentPattern.cuda.cuApriori module": [[27, "pami-frequentpattern-cuda-cuapriori-module"]], "PAMI.frequentPattern.cuda.cuAprioriBit module": [[27, "pami-frequentpattern-cuda-cuaprioribit-module"]], "PAMI.frequentPattern.cuda.cuEclat module": [[27, "pami-frequentpattern-cuda-cueclat-module"]], "PAMI.frequentPattern.cuda.cuEclatBit module": [[27, "pami-frequentpattern-cuda-cueclatbit-module"]], "PAMI.frequentPattern.cuda.cudaAprioriGCT module": [[27, "pami-frequentpattern-cuda-cudaapriorigct-module"]], "PAMI.frequentPattern.cuda.cudaAprioriTID module": [[27, "pami-frequentpattern-cuda-cudaaprioritid-module"]], "PAMI.frequentPattern.cuda.cudaEclatGCT module": [[27, "pami-frequentpattern-cuda-cudaeclatgct-module"]], "PAMI.frequentPattern.maximal package": [[28, "pami-frequentpattern-maximal-package"]], "PAMI.frequentPattern.maximal.MaxFPGrowth module": [[28, "module-PAMI.frequentPattern.maximal.MaxFPGrowth"]], "PAMI.frequentPattern.maximal.abstract module": [[28, "module-PAMI.frequentPattern.maximal.abstract"]], "PAMI.frequentPattern.pyspark package": [[29, "pami-frequentpattern-pyspark-package"]], "PAMI.frequentPattern.pyspark.abstract module": [[29, "pami-frequentpattern-pyspark-abstract-module"]], "PAMI.frequentPattern.pyspark.parallelApriori module": [[29, "pami-frequentpattern-pyspark-parallelapriori-module"]], "PAMI.frequentPattern.pyspark.parallelECLAT module": [[29, "pami-frequentpattern-pyspark-paralleleclat-module"]], "PAMI.frequentPattern.pyspark.parallelFPGrowth module": [[29, "pami-frequentpattern-pyspark-parallelfpgrowth-module"]], "PAMI.frequentPattern.topk package": [[30, "pami-frequentpattern-topk-package"]], "PAMI.frequentPattern.topk.FAE module": [[30, "module-PAMI.frequentPattern.topk.FAE"]], "PAMI.frequentPattern.topk.abstract module": [[30, "module-PAMI.frequentPattern.topk.abstract"]], "PAMI.fuzzyCorrelatedPattern package": [[31, "pami-fuzzycorrelatedpattern-package"]], "PAMI.fuzzyCorrelatedPattern.basic package": [[32, "pami-fuzzycorrelatedpattern-basic-package"]], "PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth module": [[32, "module-PAMI.fuzzyCorrelatedPattern.basic.FCPGrowth"]], "Executing the code on terminal :": [[32, "executing-the-code-on-terminal"], [34, "executing-the-code-on-terminal"], [34, "id1"], [36, "executing-the-code-on-terminal"], [36, "id1"], [38, "executing-the-code-on-terminal"], [38, "id1"], [40, "executing-the-code-on-terminal"], [42, "executing-the-code-on-terminal"], [42, "id1"], [44, "executing-the-code-on-terminal"], [46, "executing-the-code-on-terminal"], [49, "executing-the-code-on-terminal"], [53, "executing-the-code-on-terminal"]], "Sample run of importing the code:": [[32, "sample-run-of-importing-the-code"], [34, "sample-run-of-importing-the-code"], [34, "id2"], [36, "sample-run-of-importing-the-code"], [36, "id2"], [38, "sample-run-of-importing-the-code"], [38, "id2"], [40, "sample-run-of-importing-the-code"], [42, "sample-run-of-importing-the-code"], [42, "id2"], [53, "sample-run-of-importing-the-code"], [55, "sample-run-of-importing-the-code"], [55, "id2"], [55, "id5"], [59, "sample-run-of-importing-the-code"], [59, "id2"], [60, "sample-run-of-importing-the-code"], [62, "sample-run-of-importing-the-code"], [62, "id2"], [62, "id5"], [68, "sample-run-of-importing-the-code"], [73, "sample-run-of-importing-the-code"], [75, "sample-run-of-importing-the-code"], [105, "sample-run-of-importing-the-code"]], "PAMI.fuzzyCorrelatedPattern.basic.abstract module": [[32, "module-PAMI.fuzzyCorrelatedPattern.basic.abstract"]], "PAMI.fuzzyFrequentPattern package": [[33, "pami-fuzzyfrequentpattern-package"]], "PAMI.fuzzyFrequentPattern.basic package": [[34, "pami-fuzzyfrequentpattern-basic-package"]], "PAMI.fuzzyFrequentPattern.basic.FFIMiner module": [[34, "module-PAMI.fuzzyFrequentPattern.basic.FFIMiner"]], "PAMI.fuzzyFrequentPattern.basic.FFIMiner_old module": [[34, "module-PAMI.fuzzyFrequentPattern.basic.FFIMiner_old"]], "PAMI.fuzzyFrequentPattern.basic.abstract module": [[34, "module-PAMI.fuzzyFrequentPattern.basic.abstract"]], "PAMI.fuzzyGeoreferencedFrequentPattern package": [[35, "pami-fuzzygeoreferencedfrequentpattern-package"]], "PAMI.fuzzyGeoreferencedFrequentPattern.basic package": [[36, "pami-fuzzygeoreferencedfrequentpattern-basic-package"]], "PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner module": [[36, "module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner"]], "PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old module": [[36, "module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.FFSPMiner_old"]], "PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract module": [[36, "module-PAMI.fuzzyGeoreferencedFrequentPattern.basic.abstract"]], "PAMI.fuzzyGeoreferencedPeriodicFrequentPattern package": [[37, "pami-fuzzygeoreferencedperiodicfrequentpattern-package"]], "PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic package": [[38, "pami-fuzzygeoreferencedperiodicfrequentpattern-basic-package"]], "PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner module": [[38, "module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner"]], "PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old module": [[38, "module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.FGPFPMiner_old"]], "PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract module": [[38, "module-PAMI.fuzzyGeoreferencedPeriodicFrequentPattern.basic.abstract"]], "PAMI.fuzzyPartialPeriodicPatterns package": [[39, "pami-fuzzypartialperiodicpatterns-package"]], "PAMI.fuzzyPartialPeriodicPatterns.basic package": [[40, "pami-fuzzypartialperiodicpatterns-basic-package"]], "PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner module": [[40, "module-PAMI.fuzzyPartialPeriodicPatterns.basic.F3PMiner"]], "PAMI.fuzzyPartialPeriodicPatterns.basic.abstract module": [[40, "module-PAMI.fuzzyPartialPeriodicPatterns.basic.abstract"]], "PAMI.fuzzyPeriodicFrequentPattern package": [[41, "pami-fuzzyperiodicfrequentpattern-package"]], "PAMI.fuzzyPeriodicFrequentPattern.basic package": [[42, "pami-fuzzyperiodicfrequentpattern-basic-package"]], "PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner module": [[42, "module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner"]], "PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old module": [[42, "module-PAMI.fuzzyPeriodicFrequentPattern.basic.FPFPMiner_old"]], "PAMI.fuzzyPeriodicFrequentPattern.basic.abstract module": [[42, "module-PAMI.fuzzyPeriodicFrequentPattern.basic.abstract"]], "PAMI.geoReferencedPeriodicFrequentPattern package": [[43, "pami-georeferencedperiodicfrequentpattern-package"]], "PAMI.geoReferencedPeriodicFrequentPattern.basic package": [[44, "pami-georeferencedperiodicfrequentpattern-basic-package"]], "PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner module": [[44, "module-PAMI.geoReferencedPeriodicFrequentPattern.basic.GPFPMiner"]], "Sample run of importing the code :": [[44, "sample-run-of-importing-the-code"], [46, "sample-run-of-importing-the-code"], [49, "sample-run-of-importing-the-code"]], "PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract module": [[44, "module-PAMI.geoReferencedPeriodicFrequentPattern.basic.abstract"]], "PAMI.georeferencedFrequentPattern package": [[45, "pami-georeferencedfrequentpattern-package"]], "PAMI.georeferencedFrequentPattern.basic package": [[46, "pami-georeferencedfrequentpattern-basic-package"]], "PAMI.georeferencedFrequentPattern.basic.FSPGrowth module": [[46, "pami-georeferencedfrequentpattern-basic-fspgrowth-module"]], "PAMI.georeferencedFrequentPattern.basic.SpatialECLAT module": [[46, "module-PAMI.georeferencedFrequentPattern.basic.SpatialECLAT"]], "PAMI.georeferencedFrequentPattern.basic.abstract module": [[46, "module-PAMI.georeferencedFrequentPattern.basic.abstract"]], "PAMI.georeferencedFrequentSequencePattern package": [[47, "pami-georeferencedfrequentsequencepattern-package"]], "PAMI.georeferencedFrequentSequencePattern.abstract module": [[47, "module-PAMI.georeferencedFrequentSequencePattern.abstract"]], "PAMI.georeferencedPartialPeriodicPattern package": [[48, "pami-georeferencedpartialperiodicpattern-package"]], "PAMI.georeferencedPartialPeriodicPattern.basic package": [[49, "pami-georeferencedpartialperiodicpattern-basic-package"]], "PAMI.georeferencedPartialPeriodicPattern.basic.STEclat module": [[49, "module-PAMI.georeferencedPartialPeriodicPattern.basic.STEclat"]], "PAMI.georeferencedPartialPeriodicPattern.basic.abstract module": [[49, "module-PAMI.georeferencedPartialPeriodicPattern.basic.abstract"]], "PAMI.highUtilityFrequentPattern package": [[50, "pami-highutilityfrequentpattern-package"]], "PAMI.highUtilityFrequentPattern.basic package": [[51, "pami-highutilityfrequentpattern-basic-package"]], "PAMI.highUtilityFrequentPattern.basic.HUFIM module": [[51, "module-PAMI.highUtilityFrequentPattern.basic.HUFIM"]], "Executing the code on terminal": [[51, "executing-the-code-on-terminal"]], "Sample run of importing the code": [[51, "sample-run-of-importing-the-code"]], "PAMI.highUtilityFrequentPattern.basic.abstract module": [[51, "module-PAMI.highUtilityFrequentPattern.basic.abstract"]], "PAMI.highUtilityGeoreferencedFrequentPattern package": [[52, "pami-highutilitygeoreferencedfrequentpattern-package"]], "PAMI.highUtilityGeoreferencedFrequentPattern.basic package": [[53, "pami-highutilitygeoreferencedfrequentpattern-basic-package"]], "PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM module": [[53, "module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM"]], "PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract module": [[53, "module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract"]], "PAMI.highUtilityPattern package": [[54, "pami-highutilitypattern-package"]], "PAMI.highUtilityPattern.basic package": [[55, "pami-highutilitypattern-basic-package"]], "PAMI.highUtilityPattern.basic.EFIM module": [[55, "module-PAMI.highUtilityPattern.basic.EFIM"]], "PAMI.highUtilityPattern.basic.HMiner module": [[55, "module-PAMI.highUtilityPattern.basic.HMiner"]], "PAMI.highUtilityPattern.basic.UPGrowth module": [[55, "module-PAMI.highUtilityPattern.basic.UPGrowth"]], "PAMI.highUtilityPattern.basic.abstract module": [[55, "module-PAMI.highUtilityPattern.basic.abstract"]], "PAMI.highUtilityPattern.basic.efimParallel module": [[55, "pami-highutilitypattern-basic-efimparallel-module"]], "PAMI.highUtilityPattern.parallel package": [[56, "pami-highutilitypattern-parallel-package"]], "PAMI.highUtilityPattern.parallel.abstract module": [[56, "module-PAMI.highUtilityPattern.parallel.abstract"]], "PAMI.highUtilityPattern.parallel.efimparallel module": [[56, "pami-highutilitypattern-parallel-efimparallel-module"]], "PAMI.highUtilityPatternsInStreams package": [[57, "pami-highutilitypatternsinstreams-package"]], "PAMI.highUtilityPatternsInStreams.HUPMS module": [[57, "pami-highutilitypatternsinstreams-hupms-module"]], "PAMI.highUtilityPatternsInStreams.SHUGrowth module": [[57, "pami-highutilitypatternsinstreams-shugrowth-module"]], "PAMI.highUtilityPatternsInStreams.abstract module": [[57, "module-PAMI.highUtilityPatternsInStreams.abstract"]], "PAMI.highUtilitySpatialPattern package": [[58, "pami-highutilityspatialpattern-package"]], "PAMI.highUtilitySpatialPattern.abstract module": [[58, "module-PAMI.highUtilitySpatialPattern.abstract"]], "PAMI.highUtilitySpatialPattern.basic package": [[59, "pami-highutilityspatialpattern-basic-package"]], "PAMI.highUtilitySpatialPattern.basic.HDSHUIM module": [[59, "module-PAMI.highUtilitySpatialPattern.basic.HDSHUIM"]], "PAMI.highUtilitySpatialPattern.basic.SHUIM module": [[59, "module-PAMI.highUtilitySpatialPattern.basic.SHUIM"]], "PAMI.highUtilitySpatialPattern.basic.abstract module": [[59, "module-PAMI.highUtilitySpatialPattern.basic.abstract"]], "PAMI.highUtilitySpatialPattern.topk package": [[60, "pami-highutilityspatialpattern-topk-package"]], "PAMI.highUtilitySpatialPattern.topk.TKSHUIM module": [[60, "module-PAMI.highUtilitySpatialPattern.topk.TKSHUIM"]], "PAMI.highUtilitySpatialPattern.topk.abstract module": [[60, "module-PAMI.highUtilitySpatialPattern.topk.abstract"]], "PAMI.localPeriodicPattern package": [[61, "pami-localperiodicpattern-package"]], "PAMI.localPeriodicPattern.basic package": [[62, "pami-localperiodicpattern-basic-package"]], "PAMI.localPeriodicPattern.basic.LPPGrowth module": [[62, "module-PAMI.localPeriodicPattern.basic.LPPGrowth"]], "PAMI.localPeriodicPattern.basic.LPPMBreadth module": [[62, "module-PAMI.localPeriodicPattern.basic.LPPMBreadth"]], "PAMI.localPeriodicPattern.basic.LPPMDepth module": [[62, "module-PAMI.localPeriodicPattern.basic.LPPMDepth"]], "PAMI.localPeriodicPattern.basic.abstract module": [[62, "module-PAMI.localPeriodicPattern.basic.abstract"]], "PAMI.multipleMinimumSupportBasedFrequentPattern package": [[63, "pami-multipleminimumsupportbasedfrequentpattern-package"]], "PAMI.multipleMinimumSupportBasedFrequentPattern.basic package": [[64, "pami-multipleminimumsupportbasedfrequentpattern-basic-package"]], "PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth module": [[64, "module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowth"]], "PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus module": [[64, "module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.CFPGrowthPlus"]], "PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract module": [[64, "module-PAMI.multipleMinimumSupportBasedFrequentPattern.basic.abstract"]], "PAMI.partialPeriodicFrequentPattern package": [[65, "pami-partialperiodicfrequentpattern-package"]], "PAMI.partialPeriodicFrequentPattern.basic package": [[66, "pami-partialperiodicfrequentpattern-basic-package"]], "PAMI.partialPeriodicFrequentPattern.basic.GPFgrowth module": [[66, "pami-partialperiodicfrequentpattern-basic-gpfgrowth-module"]], "PAMI.partialPeriodicFrequentPattern.basic.PPF_DFS module": [[66, "pami-partialperiodicfrequentpattern-basic-ppf-dfs-module"]], "PAMI.partialPeriodicFrequentPattern.basic.abstract module": [[66, "module-PAMI.partialPeriodicFrequentPattern.basic.abstract"]], "PAMI.partialPeriodicPattern package": [[67, "pami-partialperiodicpattern-package"]], "PAMI.partialPeriodicPattern.basic package": [[68, "pami-partialperiodicpattern-basic-package"]], "PAMI.partialPeriodicPattern.basic.GThreePGrowth module": [[68, "pami-partialperiodicpattern-basic-gthreepgrowth-module"]], "PAMI.partialPeriodicPattern.basic.Gabstract module": [[68, "module-PAMI.partialPeriodicPattern.basic.Gabstract"]], "PAMI.partialPeriodicPattern.basic.PPPGrowth module": [[68, "module-PAMI.partialPeriodicPattern.basic.PPPGrowth"]], "PAMI.partialPeriodicPattern.basic.PPP_ECLAT module": [[68, "module-PAMI.partialPeriodicPattern.basic.PPP_ECLAT"]], "PAMI.partialPeriodicPattern.basic.abstract module": [[68, "module-PAMI.partialPeriodicPattern.basic.abstract"]], "PAMI.partialPeriodicPattern.closed package": [[69, "pami-partialperiodicpattern-closed-package"]], "PAMI.partialPeriodicPattern.closed.PPPClose module": [[69, "module-PAMI.partialPeriodicPattern.closed.PPPClose"]], "Sample run of the imported code:": [[69, "sample-run-of-the-imported-code"], [80, "sample-run-of-the-imported-code"]], "PAMI.partialPeriodicPattern.closed.abstract module": [[69, "module-PAMI.partialPeriodicPattern.closed.abstract"]], "PAMI.partialPeriodicPattern.maximal package": [[70, "pami-partialperiodicpattern-maximal-package"]], "PAMI.partialPeriodicPattern.maximal.Max3PGrowth module": [[70, "pami-partialperiodicpattern-maximal-max3pgrowth-module"]], "PAMI.partialPeriodicPattern.maximal.abstract module": [[70, "module-PAMI.partialPeriodicPattern.maximal.abstract"]], "PAMI.partialPeriodicPattern.pyspark package": [[71, "pami-partialperiodicpattern-pyspark-package"]], "PAMI.partialPeriodicPattern.pyspark.abstract module": [[71, "module-PAMI.partialPeriodicPattern.pyspark.abstract"]], "PAMI.partialPeriodicPattern.pyspark.parallel3PGrowth module": [[71, "pami-partialperiodicpattern-pyspark-parallel3pgrowth-module"]], "PAMI.partialPeriodicPattern.topk package": [[72, "pami-partialperiodicpattern-topk-package"]], "PAMI.partialPeriodicPattern.topk.abstract module": [[72, "module-PAMI.partialPeriodicPattern.topk.abstract"]], "PAMI.partialPeriodicPattern.topk.k3PMiner module": [[72, "module-PAMI.partialPeriodicPattern.topk.k3PMiner"]], "PAMI.partialPeriodicPatternInMultipleTimeSeries package": [[73, "pami-partialperiodicpatterninmultipletimeseries-package"]], "PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth module": [[73, "module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth"]], "PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract module": [[73, "module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract"]], "PAMI.periodicCorrelatedPattern package": [[74, "pami-periodiccorrelatedpattern-package"]], "PAMI.periodicCorrelatedPattern.basic package": [[75, "pami-periodiccorrelatedpattern-basic-package"]], "PAMI.periodicCorrelatedPattern.basic.EPCPGrowth module": [[75, "module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth"]], "PAMI.periodicCorrelatedPattern.basic.abstract module": [[75, "module-PAMI.periodicCorrelatedPattern.basic.abstract"]], "PAMI.periodicFrequentPattern package": [[76, "pami-periodicfrequentpattern-package"]], "PAMI.periodicFrequentPattern.basic package": [[77, "pami-periodicfrequentpattern-basic-package"]], "PAMI.periodicFrequentPattern.basic.PFECLAT module": [[77, "module-PAMI.periodicFrequentPattern.basic.PFECLAT"]], "PAMI.periodicFrequentPattern.basic.PFPGrowth module": [[77, "module-PAMI.periodicFrequentPattern.basic.PFPGrowth"]], "PAMI.periodicFrequentPattern.basic.PFPGrowthPlus module": [[77, "module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus"]], "PAMI.periodicFrequentPattern.basic.PFPMC module": [[77, "module-PAMI.periodicFrequentPattern.basic.PFPMC"]], "PAMI.periodicFrequentPattern.basic.PSGrowth module": [[77, "module-PAMI.periodicFrequentPattern.basic.PSGrowth"]], "PAMI.periodicFrequentPattern.basic.abstract module": [[77, "module-PAMI.periodicFrequentPattern.basic.abstract"]], "PAMI.periodicFrequentPattern.basic.parallelPFPGrowth module": [[77, "pami-periodicfrequentpattern-basic-parallelpfpgrowth-module"]], "PAMI.periodicFrequentPattern.closed package": [[78, "pami-periodicfrequentpattern-closed-package"]], "PAMI.periodicFrequentPattern.closed.CPFPMiner module": [[78, "module-PAMI.periodicFrequentPattern.closed.CPFPMiner"]], "PAMI.periodicFrequentPattern.closed.abstract module": [[78, "module-PAMI.periodicFrequentPattern.closed.abstract"]], "PAMI.periodicFrequentPattern.cuda package": [[79, "pami-periodicfrequentpattern-cuda-package"]], "PAMI.periodicFrequentPattern.cuda.abstract module": [[79, "pami-periodicfrequentpattern-cuda-abstract-module"]], "PAMI.periodicFrequentPattern.cuda.cuGPFMiner module": [[79, "pami-periodicfrequentpattern-cuda-cugpfminer-module"]], "PAMI.periodicFrequentPattern.cuda.gPFMinerBit module": [[79, "pami-periodicfrequentpattern-cuda-gpfminerbit-module"]], "PAMI.periodicFrequentPattern.maximal package": [[80, "pami-periodicfrequentpattern-maximal-package"]], "PAMI.periodicFrequentPattern.maximal.MaxPFGrowth module": [[80, "module-PAMI.periodicFrequentPattern.maximal.MaxPFGrowth"]], "PAMI.periodicFrequentPattern.maximal.abstract module": [[80, "module-PAMI.periodicFrequentPattern.maximal.abstract"]], "PAMI.periodicFrequentPattern.pyspark package": [[81, "pami-periodicfrequentpattern-pyspark-package"]], "PAMI.periodicFrequentPattern.pyspark.abstract module": [[81, "pami-periodicfrequentpattern-pyspark-abstract-module"]], "PAMI.periodicFrequentPattern.pyspark.parallelPFPGrowth module": [[81, "pami-periodicfrequentpattern-pyspark-parallelpfpgrowth-module"]], "PAMI.periodicFrequentPattern.topk package": [[82, "pami-periodicfrequentpattern-topk-package"]], "PAMI.periodicFrequentPattern.topk.TopkPFP package": [[83, "pami-periodicfrequentpattern-topk-topkpfp-package"]], "PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP module": [[83, "module-PAMI.periodicFrequentPattern.topk.TopkPFP.TopkPFP"]], "PAMI.periodicFrequentPattern.topk.TopkPFP.abstract module": [[83, "module-PAMI.periodicFrequentPattern.topk.TopkPFP.abstract"]], "PAMI.periodicFrequentPattern.topk.kPFPMiner package": [[84, "pami-periodicfrequentpattern-topk-kpfpminer-package"]], "PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract module": [[84, "module-PAMI.periodicFrequentPattern.topk.kPFPMiner.abstract"]], "PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner module": [[84, "module-PAMI.periodicFrequentPattern.topk.kPFPMiner.kPFPMiner"]], "**Sample run of the importing code:": [[84, "sample-run-of-the-importing-code"]], "PAMI.recurringPattern package": [[85, "pami-recurringpattern-package"]], "PAMI.recurringPattern.basic package": [[86, "pami-recurringpattern-basic-package"]], "PAMI.recurringPattern.basic.RPGrowth module": [[86, "module-PAMI.recurringPattern.basic.RPGrowth"]], "PAMI.recurringPattern.basic.abstract module": [[86, "module-PAMI.recurringPattern.basic.abstract"]], "PAMI.relativeFrequentPattern package": [[87, "pami-relativefrequentpattern-package"]], "PAMI.relativeFrequentPattern.basic package": [[88, "pami-relativefrequentpattern-basic-package"]], "PAMI.relativeFrequentPattern.basic.RSFPGrowth module": [[88, "module-PAMI.relativeFrequentPattern.basic.RSFPGrowth"]], "PAMI.relativeFrequentPattern.basic.abstract module": [[88, "module-PAMI.relativeFrequentPattern.basic.abstract"]], "PAMI.relativeHighUtilityPattern package": [[89, "pami-relativehighutilitypattern-package"]], "PAMI.relativeHighUtilityPattern.basic package": [[90, "pami-relativehighutilitypattern-basic-package"]], "PAMI.relativeHighUtilityPattern.basic.RHUIM module": [[90, "module-PAMI.relativeHighUtilityPattern.basic.RHUIM"]], "PAMI.relativeHighUtilityPattern.basic.abstract module": [[90, "module-PAMI.relativeHighUtilityPattern.basic.abstract"]], "PAMI.sequence package": [[91, "pami-sequence-package"]], "PAMI.sequentialPatternMining package": [[92, "pami-sequentialpatternmining-package"]], "PAMI.sequentialPatternMining.basic package": [[93, "pami-sequentialpatternmining-basic-package"]], "PAMI.sequentialPatternMining.basic.SPADE module": [[93, "module-PAMI.sequentialPatternMining.basic.SPADE"]], "PAMI.sequentialPatternMining.basic.SPAM module": [[93, "module-PAMI.sequentialPatternMining.basic.SPAM"]], "PAMI.sequentialPatternMining.basic.abstract module": [[93, "module-PAMI.sequentialPatternMining.basic.abstract"]], "PAMI.sequentialPatternMining.basic.prefixSpan module": [[93, "module-PAMI.sequentialPatternMining.basic.prefixSpan"]], "PAMI.sequentialPatternMining.closed package": [[94, "pami-sequentialpatternmining-closed-package"]], "PAMI.sequentialPatternMining.closed.abstract module": [[94, "module-PAMI.sequentialPatternMining.closed.abstract"]], "PAMI.sequentialPatternMining.closed.bide module": [[94, "module-PAMI.sequentialPatternMining.closed.bide"]], "PAMI.stablePeriodicFrequentPattern package": [[95, "pami-stableperiodicfrequentpattern-package"]], "PAMI.stablePeriodicFrequentPattern.basic package": [[96, "pami-stableperiodicfrequentpattern-basic-package"]], "PAMI.stablePeriodicFrequentPattern.basic.SPPEclat module": [[96, "module-PAMI.stablePeriodicFrequentPattern.basic.SPPEclat"]], "PAMI.stablePeriodicFrequentPattern.basic.SPPGrowth module": [[96, "pami-stableperiodicfrequentpattern-basic-sppgrowth-module"]], "PAMI.stablePeriodicFrequentPattern.basic.SPPGrowthDump module": [[96, "pami-stableperiodicfrequentpattern-basic-sppgrowthdump-module"]], "PAMI.stablePeriodicFrequentPattern.basic.abstract module": [[96, "module-PAMI.stablePeriodicFrequentPattern.basic.abstract"]], "PAMI.stablePeriodicFrequentPattern.topK package": [[97, "pami-stableperiodicfrequentpattern-topk-package"]], "PAMI.stablePeriodicFrequentPattern.topK.TSPIN module": [[97, "module-PAMI.stablePeriodicFrequentPattern.topK.TSPIN"]], "PAMI.stablePeriodicFrequentPattern.topK.abstract module": [[97, "module-PAMI.stablePeriodicFrequentPattern.topK.abstract"]], "PAMI.subgraphMining package": [[98, "pami-subgraphmining-package"]], "PAMI.subgraphMining.basic package": [[99, "pami-subgraphmining-basic-package"]], "PAMI.subgraphMining.basic.abstract module": [[99, "module-PAMI.subgraphMining.basic.abstract"]], "PAMI.subgraphMining.basic.dfsCode module": [[99, "module-PAMI.subgraphMining.basic.dfsCode"]], "PAMI.subgraphMining.basic.edge module": [[99, "module-PAMI.subgraphMining.basic.edge"]], "PAMI.subgraphMining.basic.extendedEdge module": [[99, "module-PAMI.subgraphMining.basic.extendedEdge"]], "PAMI.subgraphMining.basic.frequentSubgraph module": [[99, "module-PAMI.subgraphMining.basic.frequentSubgraph"]], "PAMI.subgraphMining.basic.graph module": [[99, "module-PAMI.subgraphMining.basic.graph"]], "PAMI.subgraphMining.basic.gspan module": [[99, "module-PAMI.subgraphMining.basic.gspan"]], "PAMI.subgraphMining.basic.sparseTriangularMatrix module": [[99, "module-PAMI.subgraphMining.basic.sparseTriangularMatrix"]], "PAMI.subgraphMining.basic.vertex module": [[99, "module-PAMI.subgraphMining.basic.vertex"]], "PAMI.subgraphMining.topK package": [[100, "pami-subgraphmining-topk-package"]], "PAMI.subgraphMining.topK.DFSCode module": [[100, "module-PAMI.subgraphMining.topK.DFSCode"]], "PAMI.subgraphMining.topK.DFSThread module": [[100, "module-PAMI.subgraphMining.topK.DFSThread"]], "PAMI.subgraphMining.topK.abstract module": [[100, "module-PAMI.subgraphMining.topK.abstract"]], "PAMI.subgraphMining.topK.edge module": [[100, "module-PAMI.subgraphMining.topK.edge"]], "PAMI.subgraphMining.topK.extendedEdge module": [[100, "module-PAMI.subgraphMining.topK.extendedEdge"]], "PAMI.subgraphMining.topK.frequentSubgraph module": [[100, "module-PAMI.subgraphMining.topK.frequentSubgraph"]], "PAMI.subgraphMining.topK.graph module": [[100, "module-PAMI.subgraphMining.topK.graph"]], "PAMI.subgraphMining.topK.sparseTriangularMatrix module": [[100, "module-PAMI.subgraphMining.topK.sparseTriangularMatrix"]], "PAMI.subgraphMining.topK.tkg module": [[100, "module-PAMI.subgraphMining.topK.tkg"]], "PAMI.subgraphMining.topK.vertex module": [[100, "module-PAMI.subgraphMining.topK.vertex"]], "PAMI.uncertainFaultTolerantFrequentPattern package": [[101, "pami-uncertainfaulttolerantfrequentpattern-package"]], "PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine module": [[101, "module-PAMI.uncertainFaultTolerantFrequentPattern.VBFTMine"]], "PAMI.uncertainFaultTolerantFrequentPattern.abstract module": [[101, "module-PAMI.uncertainFaultTolerantFrequentPattern.abstract"]], "PAMI.uncertainFrequentPattern package": [[102, "pami-uncertainfrequentpattern-package"]], "PAMI.uncertainFrequentPattern.basic package": [[103, "pami-uncertainfrequentpattern-basic-package"]], "PAMI.uncertainFrequentPattern.basic.CUFPTree module": [[103, "module-PAMI.uncertainFrequentPattern.basic.CUFPTree"]], "PAMI.uncertainFrequentPattern.basic.PUFGrowth module": [[103, "pami-uncertainfrequentpattern-basic-pufgrowth-module"]], "PAMI.uncertainFrequentPattern.basic.TUFP module": [[103, "pami-uncertainfrequentpattern-basic-tufp-module"]], "PAMI.uncertainFrequentPattern.basic.TubeP module": [[103, "pami-uncertainfrequentpattern-basic-tubep-module"]], "PAMI.uncertainFrequentPattern.basic.TubeS module": [[103, "pami-uncertainfrequentpattern-basic-tubes-module"]], "PAMI.uncertainFrequentPattern.basic.UFGrowth module": [[103, "pami-uncertainfrequentpattern-basic-ufgrowth-module"]], "PAMI.uncertainFrequentPattern.basic.UVECLAT module": [[103, "pami-uncertainfrequentpattern-basic-uveclat-module"]], "PAMI.uncertainFrequentPattern.basic.abstract module": [[103, "module-PAMI.uncertainFrequentPattern.basic.abstract"]], "PAMI.uncertainGeoreferencedFrequentPattern package": [[104, "pami-uncertaingeoreferencedfrequentpattern-package"]], "PAMI.uncertainGeoreferencedFrequentPattern.basic package": [[105, "pami-uncertaingeoreferencedfrequentpattern-basic-package"]], "PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth module": [[105, "module-PAMI.uncertainGeoreferencedFrequentPattern.basic.GFPGrowth"]], "PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract module": [[105, "module-PAMI.uncertainGeoreferencedFrequentPattern.basic.abstract"]], "PAMI.uncertainPeriodicFrequentPattern package": [[106, "pami-uncertainperiodicfrequentpattern-package"]], "PAMI.uncertainPeriodicFrequentPattern.basic package": [[107, "pami-uncertainperiodicfrequentpattern-basic-package"]], "PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth module": [[107, "module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowth"]], "PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus module": [[107, "module-PAMI.uncertainPeriodicFrequentPattern.basic.UPFPGrowthPlus"]], "PAMI.uncertainPeriodicFrequentPattern.basic.abstract module": [[107, "module-PAMI.uncertainPeriodicFrequentPattern.basic.abstract"]], "PAMI.weightedFrequentNeighbourhoodPattern package": [[108, "pami-weightedfrequentneighbourhoodpattern-package"]], "PAMI.weightedFrequentNeighbourhoodPattern.basic package": [[109, "pami-weightedfrequentneighbourhoodpattern-basic-package"]], "PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth module": [[109, "module-PAMI.weightedFrequentNeighbourhoodPattern.basic.SWFPGrowth"]], "PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract module": [[109, "module-PAMI.weightedFrequentNeighbourhoodPattern.basic.abstract"]], "PAMI.weightedFrequentPattern package": [[110, "pami-weightedfrequentpattern-package"]], "PAMI.weightedFrequentPattern.basic package": [[111, "pami-weightedfrequentpattern-basic-package"]], "PAMI.weightedFrequentPattern.basic.WFIM module": [[111, "module-PAMI.weightedFrequentPattern.basic.WFIM"]], "PAMI.weightedFrequentPattern.basic.abstract module": [[111, "module-PAMI.weightedFrequentPattern.basic.abstract"]], "PAMI.weightedFrequentRegularPattern package": [[112, "pami-weightedfrequentregularpattern-package"]], "PAMI.weightedFrequentRegularPattern.basic package": [[113, "pami-weightedfrequentregularpattern-basic-package"]], "PAMI.weightedFrequentRegularPattern.basic.WFRIMiner module": [[113, "module-PAMI.weightedFrequentRegularPattern.basic.WFRIMiner"]], "PAMI.weightedFrequentRegularPattern.basic.abstract module": [[113, "module-PAMI.weightedFrequentRegularPattern.basic.abstract"]], "PAMI.weightedUncertainFrequentPattern package": [[114, "pami-weighteduncertainfrequentpattern-package"]], "PAMI.weightedUncertainFrequentPattern.basic package": [[115, "pami-weighteduncertainfrequentpattern-basic-package"]], "PAMI.weightedUncertainFrequentPattern.basic.WUFIM module": [[115, "module-PAMI.weightedUncertainFrequentPattern.basic.WUFIM"]], "PAMI.weightedUncertainFrequentPattern.basic.abstract module": [[115, "module-PAMI.weightedUncertainFrequentPattern.basic.abstract"]], "Welcome to PAMI\u2019s documentation!": [[116, "welcome-to-pami-s-documentation"]], "Contents:": [[116, null]], "Indices and tables": [[116, "indices-and-tables"]], "PAMI": [[117, "pami"]]}, "indexentries": {"pami": [[0, "module-PAMI"]], "module": [[0, "module-PAMI"], [1, "module-PAMI.AssociationRules"], [2, "module-PAMI.AssociationRules.basic"], [2, "module-PAMI.AssociationRules.basic.ARWithConfidence"], [2, "module-PAMI.AssociationRules.basic.ARWithLeverage"], [2, "module-PAMI.AssociationRules.basic.ARWithLift"], [2, "module-PAMI.AssociationRules.basic.RuleMiner"], [2, "module-PAMI.AssociationRules.basic.abstract"], [3, "module-PAMI.correlatedPattern"], [4, "module-PAMI.correlatedPattern.basic"], [4, "module-PAMI.correlatedPattern.basic.CoMine"], [4, "module-PAMI.correlatedPattern.basic.CoMinePlus"], [4, "module-PAMI.correlatedPattern.basic.abstract"], [5, "module-PAMI.coveragePattern"], [6, "module-PAMI.coveragePattern.basic"], [6, "module-PAMI.coveragePattern.basic.CMine"], [6, "module-PAMI.coveragePattern.basic.CPPG"], [6, "module-PAMI.coveragePattern.basic.abstract"], [7, "module-PAMI.extras"], [7, "module-PAMI.extras.generateLatexGraphFile"], [7, 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"module-PAMI.extras.dbStats.TemporalDatabase"], [10, "module-PAMI.extras.dbStats.TransactionalDatabase"], [10, "module-PAMI.extras.dbStats.UncertainTemporalDatabase"], [10, "module-PAMI.extras.dbStats.UncertainTransactionalDatabase"], [10, "module-PAMI.extras.dbStats.UtilityDatabase"], [11, "module-PAMI.extras.fuzzyTransformation"], [11, "module-PAMI.extras.fuzzyTransformation.abstract"], [11, "module-PAMI.extras.fuzzyTransformation.temporalToFuzzy"], [11, "module-PAMI.extras.fuzzyTransformation.transactionalToFuzzy"], [12, "module-PAMI.extras.generateDatabase"], [12, "module-PAMI.extras.generateDatabase.generateSpatioTemporalDatabase"], [12, "module-PAMI.extras.generateDatabase.generateTemporalDatabase"], [12, "module-PAMI.extras.generateDatabase.generateTransactionalDatabase"], [13, "module-PAMI.extras.graph"], [13, "module-PAMI.extras.graph.DF2Fig"], [13, "module-PAMI.extras.graph.plotLineGraphFromDictionary"], [13, "module-PAMI.extras.graph.plotLineGraphsFromDataFrame"], [13, "module-PAMI.extras.graph.visualizeFuzzyPatterns"], [13, "module-PAMI.extras.graph.visualizePatterns"], [14, "module-PAMI.extras.image2Database"], [15, "module-PAMI.extras.imageProcessing"], [15, "module-PAMI.extras.imageProcessing.imagery2Databases"], [16, "module-PAMI.extras.messaging"], [16, "module-PAMI.extras.messaging.discord"], [16, "module-PAMI.extras.messaging.gmail"], [17, "module-PAMI.extras.neighbours"], [17, "module-PAMI.extras.neighbours.findNeighborsUsingEuclideanDistanceforPointInfo"], [17, "module-PAMI.extras.neighbours.findNeighboursUsingEuclidean"], [17, "module-PAMI.extras.neighbours.findNeighboursUsingGeodesic"], [18, "module-PAMI.extras.sampleDatasets"], [19, "module-PAMI.extras.stats"], [19, "module-PAMI.extras.stats.TransactionalDatabase"], [19, "module-PAMI.extras.stats.graphDatabase"], [19, "module-PAMI.extras.stats.sequentialDatabase"], [19, "module-PAMI.extras.stats.temporalDatabase"], [19, "module-PAMI.extras.stats.utilityDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator"], [20, "module-PAMI.extras.syntheticDataGenerator.TemporalDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.TransactionalDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialTransactions"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticGeoreferentialUncertainTransaction"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticTransactions"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUncertainTransactions"], [20, "module-PAMI.extras.syntheticDataGenerator.createSyntheticUtility"], [20, "module-PAMI.extras.syntheticDataGenerator.fuzzyDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.generateTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.generateTransactional"], [20, "module-PAMI.extras.syntheticDataGenerator.generateUncertainTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.generateUncertainTransactional"], [20, "module-PAMI.extras.syntheticDataGenerator.generateUtilityTemporal"], [20, "module-PAMI.extras.syntheticDataGenerator.generateUtilityTransactional"], [20, "module-PAMI.extras.syntheticDataGenerator.georeferencedTemporalDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.georeferencedTransactionalDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.syntheticUtilityDatabase"], [20, "module-PAMI.extras.syntheticDataGenerator.temporalDatabaseGen"], [20, "module-PAMI.extras.syntheticDataGenerator.utilityDatabase"], [21, "module-PAMI.extras.visualize"], [21, "module-PAMI.extras.visualize.graphs"], [22, "module-PAMI.faultTolerantFrequentPattern"], [23, 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"module-PAMI.highUtilityFrequentPattern.basic.abstract"], [52, "module-PAMI.highUtilityGeoreferencedFrequentPattern"], [53, "module-PAMI.highUtilityGeoreferencedFrequentPattern.basic"], [53, "module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.SHUFIM"], [53, "module-PAMI.highUtilityGeoreferencedFrequentPattern.basic.abstract"], [54, "module-PAMI.highUtilityPattern"], [55, "module-PAMI.highUtilityPattern.basic"], [55, "module-PAMI.highUtilityPattern.basic.EFIM"], [55, "module-PAMI.highUtilityPattern.basic.HMiner"], [55, "module-PAMI.highUtilityPattern.basic.UPGrowth"], [55, "module-PAMI.highUtilityPattern.basic.abstract"], [56, "module-PAMI.highUtilityPattern.parallel"], [56, "module-PAMI.highUtilityPattern.parallel.abstract"], [57, "module-PAMI.highUtilityPatternsInStreams"], [57, "module-PAMI.highUtilityPatternsInStreams.abstract"], [58, "module-PAMI.highUtilitySpatialPattern"], [58, "module-PAMI.highUtilitySpatialPattern.abstract"], [59, 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"module-PAMI.partialPeriodicPattern.pyspark"], [71, "module-PAMI.partialPeriodicPattern.pyspark.abstract"], [72, "module-PAMI.partialPeriodicPattern.topk"], [72, "module-PAMI.partialPeriodicPattern.topk.abstract"], [72, "module-PAMI.partialPeriodicPattern.topk.k3PMiner"], [73, "module-PAMI.partialPeriodicPatternInMultipleTimeSeries"], [73, "module-PAMI.partialPeriodicPatternInMultipleTimeSeries.PPGrowth"], [73, "module-PAMI.partialPeriodicPatternInMultipleTimeSeries.abstract"], [74, "module-PAMI.periodicCorrelatedPattern"], [75, "module-PAMI.periodicCorrelatedPattern.basic"], [75, "module-PAMI.periodicCorrelatedPattern.basic.EPCPGrowth"], [75, "module-PAMI.periodicCorrelatedPattern.basic.abstract"], [76, "module-PAMI.periodicFrequentPattern"], [77, "module-PAMI.periodicFrequentPattern.basic"], [77, "module-PAMI.periodicFrequentPattern.basic.PFECLAT"], [77, "module-PAMI.periodicFrequentPattern.basic.PFPGrowth"], [77, "module-PAMI.periodicFrequentPattern.basic.PFPGrowthPlus"], [77, 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